Intro to R
Set up
Go ahead and run this:
R and R-studio basics
Loading Packages
Like Python, R is open source and easily extensible.
install.packages()installs a package.You only need to install a package once, but you need to load the package each time you restart R.
Unlike Python, you will generally load the whole package with
library(packagename)
Loading Packages
In some scenarios, I may want to access a package function without loading the entire package. I can do this using the :: function.
For instance, this code would use the backtick function from the glue package, without loading the glue package into memory.
Assignment with <-
In R, you’ll frequently see the <- used instead of = to assign variables.
The = still works, but is less common.
Try it out: loading data from a URL
Run these commands to import a sample from the National Health and Nutrition Examination Survey from a github repo:
Note on this data
Caution
For the sake of simplicity, this version of NHANES has been re-sampled to be more-or-less representative of the target population.
In practice, NHANES, like most surveys, uses a complex survey design and requires weighting to get responses that can be generalized to the U.S. public.
All this is to say: if you use this code to analyze actual NHANES data that you download from the CDC, you’ll get incorrect results. We’ll talk about how to do this properly in a later class.
Viewing data
Once you’ve imported the data, you should see it appear in the upper-right hand “Environment” pane of R-Studio.
Click on the name in the environment pane to bring up a view of the data.
Saving a script
Go to File -> New File -> R script or press CTRL + SHIFT + N to open a new R script.
Paste the commands you just used into the window.
Add a comment to the script by adding a “#” followed by some text.
Save it by pressing CTRL + S, or using the file menu.
Executing commands
Restart R, open your script and then press CTRL + ENTER to execute a line of code.
Or, execute the entire script by pressing CTRL + SHIFT + ENTER
Ideally, you should aim to write scripts that you can execute in order without errors.
Indexing
Positional Indexing
R uses 1 based indexing instead of 0 based indexing like Python:
Logical Indexing
R also allows indexing with a boolean (TRUE/FALSE) vector.
Logical operators
R’s logical operators are very similar to Python’s:
Name based indexing
For R objects that have a “names” attribute, we can also use name-based indexing:
Data frame indexing
In most cases, we’ll store tabular data in a data frame (or a tibble, which is a close relative):
# A tibble: 10,000 × 76
ID SurveyYr Gender Age AgeDecade AgeMonths Race1 Race3 Education
<dbl> <chr> <chr> <dbl> <chr> <dbl> <chr> <chr> <chr>
1 51624 2009_10 male 34 30-39 409 White <NA> High School
2 51624 2009_10 male 34 30-39 409 White <NA> High School
3 51624 2009_10 male 34 30-39 409 White <NA> High School
4 51625 2009_10 male 4 0-9 49 Other <NA> <NA>
5 51630 2009_10 female 49 40-49 596 White <NA> Some College
6 51638 2009_10 male 9 0-9 115 White <NA> <NA>
7 51646 2009_10 male 8 0-9 101 White <NA> <NA>
8 51647 2009_10 female 45 40-49 541 White <NA> College Grad
9 51647 2009_10 female 45 40-49 541 White <NA> College Grad
10 51647 2009_10 female 45 40-49 541 White <NA> College Grad
# ℹ 9,990 more rows
# ℹ 67 more variables: MaritalStatus <chr>, HHIncome <chr>, HHIncomeMid <dbl>,
# Poverty <dbl>, HomeRooms <dbl>, HomeOwn <chr>, Work <chr>, Weight <dbl>,
# Length <dbl>, HeadCirc <dbl>, Height <dbl>, BMI <dbl>,
# BMICatUnder20yrs <chr>, BMI_WHO <chr>, Pulse <dbl>, BPSysAve <dbl>,
# BPDiaAve <dbl>, BPSys1 <dbl>, BPDia1 <dbl>, BPSys2 <dbl>, BPDia2 <dbl>,
# BPSys3 <dbl>, BPDia3 <dbl>, Testosterone <dbl>, DirectChol <dbl>, …Note that we have a mixture of text and numbers here.
Data frame indexing
We can access specific cells of this data frame by specifying a row and colum number data[rowindex, columnindex]
Data frame indexing
Leaving the row index blank will return an entire column:
Leaving the column index blank would return the entire row:
# A tibble: 1 × 76
ID SurveyYr Gender Age AgeDecade AgeMonths Race1 Race3 Education
<dbl> <chr> <chr> <dbl> <chr> <dbl> <chr> <chr> <chr>
1 51624 2009_10 male 34 30-39 409 White <NA> High School
# ℹ 67 more variables: MaritalStatus <chr>, HHIncome <chr>, HHIncomeMid <dbl>,
# Poverty <dbl>, HomeRooms <dbl>, HomeOwn <chr>, Work <chr>, Weight <dbl>,
# Length <dbl>, HeadCirc <dbl>, Height <dbl>, BMI <dbl>,
# BMICatUnder20yrs <chr>, BMI_WHO <chr>, Pulse <dbl>, BPSysAve <dbl>,
# BPDiaAve <dbl>, BPSys1 <dbl>, BPDia1 <dbl>, BPSys2 <dbl>, BPDia2 <dbl>,
# BPSys3 <dbl>, BPDia3 <dbl>, Testosterone <dbl>, DirectChol <dbl>,
# TotChol <dbl>, UrineVol1 <dbl>, UrineFlow1 <dbl>, UrineVol2 <dbl>, …Data frame indexing
More often, we’ll access data frame columns using the column name with the $ notation.
For instance, this would give us the entire marital status column:
[1] "Married" "Married" "Married" NA
[5] "LivePartner" NA NA "Married"
[9] "Married" "Married" "Married" "Divorced"
[13] "Married" NA "Married" "NeverMarried"
[17] NA "Married" "Married" NA
[21] "Married" "Married" "Married" "Divorced"
[25] "Divorced" "Married" NA "Separated"
[29] "Married" "Married" "Widowed" "Married"
[33] "Widowed" "Widowed" "Married" "Married"
[37] "Married" NA NA NA
[41] NA NA NA NA
[45] "LivePartner" "Married" "NeverMarried" "Married"
[49] "Married" "NeverMarried" "NeverMarried" NA
[53] NA "Married" "NeverMarried" "Widowed"
[57] NA "Married" "Married" "Married"
[61] NA NA "NeverMarried" "Married"
[65] "Married" "NeverMarried" "NeverMarried" "NeverMarried"
[69] NA NA NA "Widowed"
[73] "Widowed" NA "LivePartner" "Married"
[77] "Married" "Married" "NeverMarried" "Married"
[81] "Married" "Married" "Married" "Married"
[85] "Married" "Married" NA NA
[89] NA "Married" "Married" NA
[93] "NeverMarried" "NeverMarried" "Widowed" "Married"
[97] "Married" NA NA NA
[101] "Married" "Married" "Married" "Married"
[105] "Married" "Married" "Married" "Married"
[109] "Married" NA "Married" "Married"
[113] "Married" "Divorced" "Married" "Widowed"
[117] "LivePartner" "LivePartner" "LivePartner" "LivePartner"
[121] "Married" NA "Divorced" "Separated"
[125] "Married" "Married" "Divorced" "Widowed"
[129] NA "NeverMarried" "Married" "Married"
[133] "Married" "Married" "Married" "Married"
[137] "NeverMarried" NA "Married" "Married"
[141] "Married" "Married" "Married" "NeverMarried"
[145] "Married" "Married" "Married" "Married"
[149] "Widowed" "Married" "Married" "Married"
[153] NA NA "Married" "Married"
[157] "Married" "Married" "LivePartner" "Married"
[161] NA "Married" "Married" "Widowed"
[165] "Married" NA "Married" "Married"
[169] "Married" "Married" "Married" "Married"
[173] "Married" NA "Married" "Married"
[177] "NeverMarried" NA "Married" "Married"
[181] "Married" "Married" "Married" "Widowed"
[185] "Widowed" NA "Married" "Married"
[189] "Married" "Married" NA "NeverMarried"
[193] "NeverMarried" "Married" "LivePartner" NA
[197] "Married" "Married" "Married" NA
[201] "Married" NA NA "Married"
[205] "Married" "Married" "Widowed" NA
[209] "Divorced" NA "Married" "Married"
[213] "Married" "Married" NA "LivePartner"
[217] "LivePartner" "Married" "Married" "NeverMarried"
[221] "NeverMarried" "Married" "Widowed" NA
[225] "Married" "Married" NA "Married"
[229] "Married" "Married" NA NA
[233] NA "Widowed" "Married" "LivePartner"
[237] "LivePartner" NA "Married" "Married"
[241] "Married" "Widowed" "Widowed" "Married"
[245] "Married" NA "Married" NA
[249] "Married" "Married" "Married" "Married"
[253] "Married" "Separated" "Divorced" "Divorced"
[257] "Divorced" "Married" "Divorced" "Separated"
[261] NA "Married" "Married" "Divorced"
[265] "Married" NA "Married" NA
[269] "LivePartner" "LivePartner" "Married" "LivePartner"
[273] NA "Separated" "Married" NA
[277] NA "Married" "Married" "Married"
[281] "NeverMarried" "Married" "Married" "NeverMarried"
[285] "Married" "Married" "Married" NA
[289] "Married" "Married" "Married" "Married"
[293] "Married" "NeverMarried" NA "Married"
[297] "Married" "Widowed" "Widowed" "Widowed"
[301] "Widowed" "NeverMarried" "Married" "Married"
[305] NA "Married" "Married" "Married"
[309] "Divorced" "Divorced" "NeverMarried" "NeverMarried"
[313] "NeverMarried" NA "Widowed" "Widowed"
[317] "Married" NA "NeverMarried" "Married"
[321] "NeverMarried" "NeverMarried" NA "Widowed"
[325] "Married" "Married" "Married" "Married"
[329] NA NA NA "Married"
[333] "Married" "NeverMarried" "Married" "Married"
[337] "Married" NA NA NA
[341] NA "Married" "Divorced" "Married"
[345] "Married" "Married" NA "Married"
[349] "Divorced" "Married" "NeverMarried" "Widowed"
[353] NA "Married" "Widowed" "NeverMarried"
[357] NA "Married" "Divorced" "Divorced"
[361] "NeverMarried" NA "NeverMarried" "Divorced"
[365] NA "Married" "Widowed" "Married"
[369] "Married" "Married" "Married" NA
[373] NA "Divorced" "Widowed" "LivePartner"
[377] "NeverMarried" "Married" NA "LivePartner"
[381] "Married" "Married" "Married" "NeverMarried"
[385] "Divorced" "NeverMarried" "Married" "Married"
[389] "Married" "NeverMarried" "Widowed" "Widowed"
[393] NA NA NA NA
[397] "Married" "Married" "Married" "Married"
[401] "Married" "NeverMarried" "NeverMarried" "Married"
[405] "Married" "Married" "NeverMarried" "Divorced"
[409] "Divorced" "LivePartner" NA NA
[413] NA NA "Married" "Married"
[417] "Married" "Married" "Married" NA
[421] NA NA "NeverMarried" "NeverMarried"
[425] "LivePartner" NA NA "Married"
[429] "Married" "Married" "Married" "NeverMarried"
[433] "NeverMarried" "LivePartner" NA "Married"
[437] "Married" "Married" "Married" "Widowed"
[441] "Married" NA NA "Divorced"
[445] "Married" "Married" NA NA
[449] NA "Married" "Married" "Married"
[453] "Married" "Married" "Married" NA
[457] NA "Married" "Married" "Married"
[461] "NeverMarried" "Married" "Married" "Married"
[465] NA "LivePartner" "NeverMarried" "LivePartner"
[469] "NeverMarried" "Married" "Divorced" "Divorced"
[473] "Married" "Widowed" "Widowed" NA
[477] "Married" "Married" "Married" "Married"
[481] "Married" "Married" "Married" "NeverMarried"
[485] "NeverMarried" "NeverMarried" "Married" "NeverMarried"
[489] "Married" "Married" "LivePartner" "LivePartner"
[493] NA "LivePartner" "LivePartner" NA
[497] "Married" "Widowed" "Married" "Married"
[501] "Married" "Married" "Married" "Married"
[505] NA NA NA NA
[509] NA NA "Married" "Married"
[513] "Widowed" "Married" "NeverMarried" "Divorced"
[517] NA NA "Widowed" NA
[521] NA "Widowed" "Married" "Married"
[525] "Married" "Married" "Married" "NeverMarried"
[529] "Married" NA "Married" "Married"
[533] NA "NeverMarried" NA NA
[537] NA "Divorced" "Married" "Married"
[541] "LivePartner" "Married" "Married" "Divorced"
[545] "Married" "Married" "Divorced" NA
[549] "Married" "Married" "Married" "LivePartner"
[553] "Married" NA NA "Married"
[557] "NeverMarried" "Married" "Married" "NeverMarried"
[561] "Married" NA "Married" NA
[565] "Married" "Married" "Married" "Married"
[569] "Married" "Married" NA "NeverMarried"
[573] "NeverMarried" "Married" NA "Married"
[577] NA NA NA "Divorced"
[581] "Married" "Widowed" NA NA
[585] "Married" "Married" "Separated" NA
[589] "NeverMarried" "Divorced" NA NA
[593] "NeverMarried" "Married" "Married" "Married"
[597] "Widowed" "Widowed" "NeverMarried" "Married"
[601] "Married" "NeverMarried" "NeverMarried" "Married"
[605] "Married" "Married" NA "LivePartner"
[609] "Married" "Married" NA "LivePartner"
[613] NA "Separated" "NeverMarried" "Married"
[617] "Married" NA NA "Married"
[621] NA NA "NeverMarried" NA
[625] "NeverMarried" "Married" NA "NeverMarried"
[629] "NeverMarried" NA NA "Married"
[633] "Married" "Married" NA NA
[637] "Married" "Married" "NeverMarried" "Married"
[641] "Married" "Married" "Married" NA
[645] NA "NeverMarried" "NeverMarried" "NeverMarried"
[649] NA "NeverMarried" NA "Married"
[653] "Married" "Married" "Married" "Widowed"
[657] "Married" "Married" "Married" "Married"
[661] "Married" "Married" "Widowed" NA
[665] "LivePartner" "Married" NA NA
[669] NA NA NA "Divorced"
[673] NA "NeverMarried" "NeverMarried" "NeverMarried"
[677] "Divorced" NA NA NA
[681] "Separated" "Married" "Married" NA
[685] "Married" "Married" NA NA
[689] NA NA "Married" NA
[693] NA NA "Married" "Married"
[697] "Married" "Married" "Widowed" "Widowed"
[701] "Married" "Married" "Married" NA
[705] NA "NeverMarried" "LivePartner" NA
[709] "LivePartner" "Widowed" NA "Married"
[713] "Married" "NeverMarried" "NeverMarried" "Married"
[717] "Widowed" NA "Married" "Married"
[721] "Married" "Married" "Married" "Married"
[725] "Married" "Married" "Married" "Married"
[729] "NeverMarried" NA "Married" "Married"
[733] "NeverMarried" "NeverMarried" NA NA
[737] NA NA "Married" "Married"
[741] "Married" NA "NeverMarried" "NeverMarried"
[745] "NeverMarried" "Separated" "Separated" NA
[749] NA NA "NeverMarried" "Separated"
[753] "Separated" NA NA "Widowed"
[757] "Married" NA NA "Divorced"
[761] "Married" NA NA "Married"
[765] NA "Married" "Married" "NeverMarried"
[769] "Widowed" NA NA "Married"
[773] NA "Married" "Married" NA
[777] NA NA "Married" "Separated"
[781] "LivePartner" "LivePartner" "Married" "Married"
[785] NA "Married" "Married" "Divorced"
[789] NA NA "Married" "Married"
[793] "Married" NA NA "LivePartner"
[797] "Widowed" "Separated" "Separated" "Married"
[801] "Married" "Married" "Married" "NeverMarried"
[805] NA "LivePartner" "LivePartner" "Divorced"
[809] "Married" "LivePartner" NA NA
[813] "Widowed" "Widowed" "Widowed" "Widowed"
[817] NA "Married" "Married" NA
[821] "LivePartner" "LivePartner" "LivePartner" NA
[825] NA NA "Married" "Married"
[829] NA "NeverMarried" "NeverMarried" "Married"
[833] "Married" "LivePartner" "Divorced" "Divorced"
[837] "Divorced" NA "Married" "Married"
[841] NA "NeverMarried" "NeverMarried" "NeverMarried"
[845] NA "Married" "Married" "Married"
[849] "Married" "Married" "Widowed" "Married"
[853] "Married" "Married" "Married" "Married"
[857] "LivePartner" "LivePartner" NA NA
[861] "Married" NA "Married" "Married"
[865] "Married" NA "NeverMarried" "Divorced"
[869] "Married" NA "NeverMarried" "NeverMarried"
[873] NA NA "Divorced" "Divorced"
[877] "Divorced" "Married" "Married" "Married"
[881] "Married" "Divorced" NA "Married"
[885] "Married" "Married" NA "Divorced"
[889] "Divorced" "Married" NA "Married"
[893] "Married" "Married" NA NA
[897] "Married" "Married" NA NA
[901] "Divorced" "Married" "NeverMarried" NA
[905] "Married" "Married" "Married" "Married"
[909] "Married" "LivePartner" "Married" NA
[913] "Married" "Married" "Married" "Married"
[917] "Divorced" "LivePartner" "Widowed" NA
[921] "Married" "Married" "NeverMarried" "NeverMarried"
[925] "NeverMarried" NA NA "Married"
[929] "Married" "Married" "Married" "Married"
[933] "Married" NA "Married" "Married"
[937] "Married" "Married" "NeverMarried" "NeverMarried"
[941] "NeverMarried" "Divorced" "Married" "Married"
[945] "Married" "Married" "Married" NA
[949] NA NA NA NA
[953] "Widowed" "Married" "Married" NA
[957] "Married" "Divorced" "Married" "Married"
[961] "Married" "Widowed" "Married" NA
[965] "Divorced" "Divorced" "Divorced" "Divorced"
[969] "Divorced" "Married" "Widowed" "LivePartner"
[973] NA "Married" NA "Married"
[977] "NeverMarried" "NeverMarried" NA "Divorced"
[981] NA NA NA NA
[985] NA NA "Widowed" "Married"
[989] "Married" "NeverMarried" "Married" NA
[993] "Widowed" "Widowed" NA "Married"
[997] NA "Married" "Married" "Married"
[1001] "Married" "Married" NA NA
[1005] "Married" "Married" "Married" NA
[1009] "Married" "Married" "Married" NA
[1013] "NeverMarried" NA "NeverMarried" "Divorced"
[1017] "Separated" "Separated" "Separated" "Separated"
[1021] "NeverMarried" NA "Married" "Widowed"
[1025] "Separated" "Married" "Married" "LivePartner"
[1029] "Married" "NeverMarried" "NeverMarried" "LivePartner"
[1033] "LivePartner" "Married" "Married" "Married"
[1037] "Divorced" "NeverMarried" NA NA
[1041] "Widowed" "NeverMarried" "Married" "Widowed"
[1045] "NeverMarried" "Divorced" "Married" "Married"
[1049] "Married" "Married" "Married" "Married"
[1053] "Married" NA NA "LivePartner"
[1057] NA "Separated" "NeverMarried" "NeverMarried"
[1061] NA NA "NeverMarried" "Separated"
[1065] "Separated" NA NA "Married"
[1069] NA "Widowed" NA "Widowed"
[1073] "NeverMarried" NA "Married" "Divorced"
[1077] "Divorced" "Married" "Married" NA
[1081] NA "Married" NA "Married"
[1085] "Married" "LivePartner" "NeverMarried" "NeverMarried"
[1089] NA "Married" "Married" "NeverMarried"
[1093] NA NA NA NA
[1097] NA NA "Married" "Married"
[1101] "Married" "Divorced" "NeverMarried" "NeverMarried"
[1105] "NeverMarried" "Married" "Married" NA
[1109] "NeverMarried" "NeverMarried" NA NA
[1113] NA NA "NeverMarried" "NeverMarried"
[1117] "LivePartner" NA NA NA
[1121] NA "NeverMarried" "NeverMarried" "Married"
[1125] "NeverMarried" "Married" "Married" "Married"
[1129] "Married" "Married" "Married" "Married"
[1133] "Married" "Married" "Married" "Married"
[1137] "Married" "Married" NA NA
[1141] "Divorced" NA NA NA
[1145] "Married" "Married" "Married" "LivePartner"
[1149] "LivePartner" "LivePartner" "Married" "LivePartner"
[1153] "LivePartner" "LivePartner" "Married" "NeverMarried"
[1157] "Married" "Widowed" NA "NeverMarried"
[1161] "NeverMarried" "Married" "Married" "LivePartner"
[1165] "LivePartner" "LivePartner" "Divorced" NA
[1169] NA "Married" "LivePartner" "Married"
[1173] "Married" NA NA "Separated"
[1177] "Divorced" "Married" NA "Married"
[1181] "Married" "Married" "Married" "Married"
[1185] "LivePartner" NA "Married" "NeverMarried"
[1189] NA "NeverMarried" "NeverMarried" "Married"
[1193] "Married" "Married" "Divorced" NA
[1197] NA NA NA "Married"
[1201] "Married" "Married" "Married" "NeverMarried"
[1205] NA NA NA "Married"
[1209] NA NA "Married" "NeverMarried"
[1213] "NeverMarried" NA "Married" "NeverMarried"
[1217] "Divorced" "Divorced" "Divorced" "Married"
[1221] "Married" NA "Married" "Married"
[1225] "Married" "Married" "Married" NA
[1229] "Married" "Married" "Married" "Married"
[1233] "Married" "Married" "NeverMarried" "Married"
[1237] "Married" "NeverMarried" "Married" "Married"
[1241] "Married" "Married" "Married" NA
[1245] NA NA "Married" "Married"
[1249] "Married" "Married" "Married" "Married"
[1253] NA "LivePartner" NA "NeverMarried"
[1257] NA NA "Married" "Married"
[1261] "Married" "Married" NA NA
[1265] "Married" "Married" NA "Widowed"
[1269] "Widowed" "Widowed" NA NA
[1273] "Married" NA NA "NeverMarried"
[1277] "NeverMarried" "NeverMarried" "NeverMarried" NA
[1281] NA "LivePartner" "Married" "Married"
[1285] NA "NeverMarried" "NeverMarried" NA
[1289] NA NA "Married" "Divorced"
[1293] "Married" "Married" "Married" NA
[1297] "Separated" NA NA NA
[1301] "NeverMarried" "Married" "LivePartner" "Married"
[1305] "Married" "Married" NA "NeverMarried"
[1309] NA NA NA NA
[1313] NA "Married" NA NA
[1317] NA NA "NeverMarried" NA
[1321] NA "Married" "Married" NA
[1325] NA "Married" NA "Separated"
[1329] NA "Divorced" "NeverMarried" "NeverMarried"
[1333] "NeverMarried" NA "Divorced" NA
[1337] NA "NeverMarried" NA "LivePartner"
[1341] "LivePartner" "LivePartner" "LivePartner" "Married"
[1345] NA "Married" "NeverMarried" "NeverMarried"
[1349] "NeverMarried" "Married" "Married" "Married"
[1353] "Married" "Married" "Married" "Married"
[1357] "Married" "Widowed" "Divorced" "Divorced"
[1361] "Married" "Married" "Married" "LivePartner"
[1365] "Divorced" "Married" "Married" "Married"
[1369] "Married" "LivePartner" "LivePartner" "LivePartner"
[1373] "Married" "Divorced" "Married" "NeverMarried"
[1377] "NeverMarried" "NeverMarried" "Married" "Married"
[1381] "LivePartner" "LivePartner" "Married" "Married"
[1385] "NeverMarried" "NeverMarried" NA "Married"
[1389] "NeverMarried" "Married" "NeverMarried" NA
[1393] "Married" "Married" "Married" NA
[1397] "Married" "Married" "Married" "Married"
[1401] "Married" NA "Married" NA
[1405] NA NA NA "Married"
[1409] "Married" "Married" "Married" "LivePartner"
[1413] "LivePartner" "Married" "Married" "Married"
[1417] "Married" "Married" NA NA
[1421] NA "Married" "Married" "Married"
[1425] "Married" "Divorced" "Divorced" "Married"
[1429] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[1433] NA NA "Divorced" "Married"
[1437] NA "Divorced" NA "Married"
[1441] "Married" NA NA "Married"
[1445] "Married" "NeverMarried" NA "Married"
[1449] "LivePartner" "Married" "LivePartner" "Married"
[1453] "Married" "Married" "NeverMarried" "NeverMarried"
[1457] "Married" "Married" "Married" "Married"
[1461] NA "Married" "Married" "Married"
[1465] "Married" "NeverMarried" NA NA
[1469] NA NA NA "Married"
[1473] "Married" NA "Married" "Married"
[1477] "Married" "Married" "Married" "Married"
[1481] NA NA NA "NeverMarried"
[1485] "Married" NA "Married" "Divorced"
[1489] "Divorced" "Married" "Divorced" "NeverMarried"
[1493] NA "Divorced" "Married" "Married"
[1497] "LivePartner" "Married" NA "Married"
[1501] "Married" "NeverMarried" NA "Widowed"
[1505] "NeverMarried" NA NA NA
[1509] "LivePartner" "LivePartner" "Married" NA
[1513] NA "LivePartner" NA NA
[1517] "Married" "Separated" "Separated" "Separated"
[1521] "Separated" "Divorced" "Divorced" NA
[1525] "Divorced" "Married" "NeverMarried" "Divorced"
[1529] "Married" "Married" NA "Married"
[1533] "Divorced" "Divorced" "Married" NA
[1537] NA "Married" "Married" "NeverMarried"
[1541] "NeverMarried" "NeverMarried" NA NA
[1545] NA "Married" "NeverMarried" "NeverMarried"
[1549] "LivePartner" "Divorced" "NeverMarried" "Married"
[1553] "Married" "Married" NA NA
[1557] NA NA "Divorced" "Widowed"
[1561] NA "Married" "Married" "LivePartner"
[1565] "LivePartner" "LivePartner" NA "Married"
[1569] NA NA NA NA
[1573] NA "Divorced" "Married" "NeverMarried"
[1577] "NeverMarried" NA NA "Married"
[1581] "Married" "Married" NA "Married"
[1585] "Divorced" NA "Married" NA
[1589] "Married" "Married" "Married" "Married"
[1593] "Married" "Married" "Married" "Married"
[1597] "Married" "Married" "Married" "NeverMarried"
[1601] "Married" NA NA "Widowed"
[1605] "Divorced" "Divorced" "Divorced" "Divorced"
[1609] "Widowed" "Widowed" "Widowed" NA
[1613] NA NA NA "NeverMarried"
[1617] "Married" "Married" "Married" "Married"
[1621] "Married" NA NA NA
[1625] "LivePartner" "LivePartner" "LivePartner" "LivePartner"
[1629] "Married" "Married" "Married" "Married"
[1633] "Married" "Married" NA NA
[1637] NA NA "Married" "Married"
[1641] "Married" "NeverMarried" "NeverMarried" "Married"
[1645] "Married" "Married" "NeverMarried" "Married"
[1649] NA "Divorced" "Divorced" "Divorced"
[1653] "NeverMarried" "Married" "Married" "Married"
[1657] NA NA NA "Widowed"
[1661] "NeverMarried" "Divorced" "LivePartner" "LivePartner"
[1665] "NeverMarried" NA NA NA
[1669] NA NA NA NA
[1673] NA NA NA "Married"
[1677] "Married" "Widowed" "Widowed" "Married"
[1681] "Married" NA "Married" "Married"
[1685] "Divorced" "NeverMarried" "NeverMarried" "Married"
[1689] "NeverMarried" "Divorced" NA NA
[1693] "Widowed" "Widowed" "Married" NA
[1697] NA NA "NeverMarried" NA
[1701] "Married" "Married" "NeverMarried" "Married"
[1705] "Widowed" "Widowed" "Divorced" "NeverMarried"
[1709] "Married" "Married" "Married" "Married"
[1713] "Married" "Married" NA "Married"
[1717] "NeverMarried" "NeverMarried" "LivePartner" "LivePartner"
[1721] "LivePartner" "LivePartner" "Divorced" "Divorced"
[1725] "Divorced" "Married" "Married" NA
[1729] NA NA NA NA
[1733] "Married" "Married" "LivePartner" "LivePartner"
[1737] NA NA NA NA
[1741] NA NA NA NA
[1745] "NeverMarried" "Married" "NeverMarried" "NeverMarried"
[1749] "NeverMarried" "Married" "Married" "Married"
[1753] NA "LivePartner" "LivePartner" "NeverMarried"
[1757] "NeverMarried" "NeverMarried" NA "Married"
[1761] "Married" "Married" NA "Married"
[1765] "Married" "NeverMarried" "Married" "Married"
[1769] "NeverMarried" NA "Married" NA
[1773] NA "Widowed" "Married" "Married"
[1777] NA "Married" NA "NeverMarried"
[1781] "NeverMarried" "Married" "Divorced" NA
[1785] "Married" "Married" "Widowed" "Widowed"
[1789] "LivePartner" "LivePartner" "Married" "Married"
[1793] "Married" "Married" "Married" "Married"
[1797] "Married" "Married" "Married" "Married"
[1801] NA "Married" "Divorced" "Divorced"
[1805] NA "LivePartner" "Widowed" NA
[1809] "Married" "Married" "Married" "Married"
[1813] NA "NeverMarried" "LivePartner" NA
[1817] "Married" "Married" NA "Married"
[1821] "Married" "Married" "NeverMarried" "NeverMarried"
[1825] NA "Married" "Married" "Married"
[1829] NA "NeverMarried" "Divorced" NA
[1833] "LivePartner" "Divorced" "Divorced" "Married"
[1837] "Married" "Married" "LivePartner" NA
[1841] "NeverMarried" "NeverMarried" NA NA
[1845] NA "Married" "NeverMarried" "NeverMarried"
[1849] "Married" NA NA "NeverMarried"
[1853] "Married" "Married" "Married" "Married"
[1857] "Married" "LivePartner" "Widowed" "Divorced"
[1861] "Married" NA "Divorced" "Divorced"
[1865] NA NA "LivePartner" NA
[1869] NA "NeverMarried" "Widowed" "Divorced"
[1873] "NeverMarried" NA NA NA
[1877] "LivePartner" "Separated" NA NA
[1881] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[1885] "Married" NA "NeverMarried" "Divorced"
[1889] "Married" NA NA NA
[1893] "LivePartner" "Married" "Married" "Married"
[1897] NA "Married" "Married" "Married"
[1901] "Married" "Married" "Married" NA
[1905] "LivePartner" "LivePartner" "LivePartner" "Married"
[1909] "Married" "Married" "Married" NA
[1913] "NeverMarried" NA "Married" "Married"
[1917] "Married" "Married" "Married" "Married"
[1921] "NeverMarried" NA "Separated" "Separated"
[1925] "Married" NA NA NA
[1929] NA NA NA "NeverMarried"
[1933] "Married" "Married" "Married" "Married"
[1937] "LivePartner" "LivePartner" "LivePartner" "Separated"
[1941] "NeverMarried" "NeverMarried" NA "Married"
[1945] "Married" "Married" "Married" NA
[1949] NA NA NA NA
[1953] NA "Married" "Widowed" NA
[1957] "Married" "Married" "Widowed" "Separated"
[1961] "Separated" "Separated" "Separated" NA
[1965] "Married" "NeverMarried" NA "Married"
[1969] "Married" "Married" NA NA
[1973] NA "Married" "Married" "Married"
[1977] NA NA "Widowed" "Married"
[1981] "Married" "Married" "Married" "Married"
[1985] NA "Married" "Married" "Married"
[1989] "Widowed" "Divorced" "NeverMarried" "NeverMarried"
[1993] "NeverMarried" "Married" NA "Married"
[1997] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[2001] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[2005] "Married" "Married" "Married" "Widowed"
[2009] NA "Married" "Married" "Married"
[2013] NA NA "Divorced" NA
[2017] NA NA "Married" "Married"
[2021] NA "Married" "LivePartner" "Divorced"
[2025] "Divorced" NA "NeverMarried" "NeverMarried"
[2029] "NeverMarried" "NeverMarried" "NeverMarried" "Widowed"
[2033] "NeverMarried" NA "Married" "Married"
[2037] "Widowed" NA "Married" "Married"
[2041] "NeverMarried" "NeverMarried" "NeverMarried" NA
[2045] "Married" "Married" "Married" NA
[2049] "Married" "NeverMarried" NA NA
[2053] NA "Separated" "NeverMarried" "NeverMarried"
[2057] NA "NeverMarried" NA NA
[2061] "Married" "Married" "Married" "Married"
[2065] "Married" "Married" "Married" "Married"
[2069] NA "Married" "Married" "Married"
[2073] "Married" "Married" "Married" "Married"
[2077] "Married" "Married" NA NA
[2081] NA "Married" "Married" "Married"
[2085] "Married" "NeverMarried" NA "LivePartner"
[2089] "NeverMarried" "NeverMarried" "Separated" "NeverMarried"
[2093] "Married" "Married" "LivePartner" NA
[2097] NA "Divorced" "Divorced" NA
[2101] NA "Married" "Divorced" "Divorced"
[2105] "Divorced" "Divorced" "Divorced" "Divorced"
[2109] "Married" "NeverMarried" "Married" "Married"
[2113] NA NA NA "LivePartner"
[2117] "LivePartner" "Married" "NeverMarried" "NeverMarried"
[2121] "NeverMarried" "NeverMarried" NA "Divorced"
[2125] "NeverMarried" "NeverMarried" "Divorced" "Separated"
[2129] "Widowed" "NeverMarried" "NeverMarried" "Widowed"
[2133] NA NA "LivePartner" NA
[2137] "LivePartner" NA NA "LivePartner"
[2141] "Married" "Married" "Married" NA
[2145] "Married" NA "Divorced" "LivePartner"
[2149] NA "Divorced" "Married" NA
[2153] "NeverMarried" "NeverMarried" "NeverMarried" NA
[2157] NA NA "Divorced" NA
[2161] NA NA NA "NeverMarried"
[2165] "NeverMarried" NA NA NA
[2169] "Married" NA NA NA
[2173] "Married" "Married" NA "Separated"
[2177] "Widowed" NA NA "NeverMarried"
[2181] "Married" NA "Married" "Divorced"
[2185] NA "Married" "NeverMarried" "NeverMarried"
[2189] "Married" NA "NeverMarried" "Divorced"
[2193] "Divorced" "Married" NA NA
[2197] "Married" "NeverMarried" NA "Married"
[2201] "Married" "Married" "Married" "Married"
[2205] NA "LivePartner" "NeverMarried" "Married"
[2209] "Divorced" "Divorced" "Divorced" NA
[2213] "Married" "Divorced" NA "Married"
[2217] NA NA "LivePartner" "Married"
[2221] "LivePartner" "Separated" "Separated" "Separated"
[2225] "NeverMarried" "Married" "Separated" "Married"
[2229] "Married" "Married" NA NA
[2233] NA NA "Married" NA
[2237] NA NA "Separated" "Widowed"
[2241] "Widowed" "Separated" "Separated" NA
[2245] "Married" "Married" "Married" "Married"
[2249] "Married" "Married" "Married" "LivePartner"
[2253] "LivePartner" "Married" NA NA
[2257] NA NA NA NA
[2261] NA NA NA NA
[2265] "Married" "Married" "Married" "LivePartner"
[2269] "Married" "Married" "Married" "Married"
[2273] "Married" NA NA "Married"
[2277] "NeverMarried" "NeverMarried" "Married" "LivePartner"
[2281] "LivePartner" NA "Married" NA
[2285] NA NA NA "Married"
[2289] "Married" NA NA "Married"
[2293] "Married" NA NA "Married"
[2297] "Married" "Married" "Married" "Divorced"
[2301] "Divorced" "NeverMarried" "NeverMarried" "NeverMarried"
[2305] NA NA NA "NeverMarried"
[2309] NA "NeverMarried" NA "Widowed"
[2313] "Married" "Widowed" "Widowed" "Married"
[2317] "Married" NA NA NA
[2321] "Married" "Separated" NA "Married"
[2325] "LivePartner" "Married" "Married" "Married"
[2329] "Married" NA "Divorced" "Divorced"
[2333] "Married" "NeverMarried" "LivePartner" "NeverMarried"
[2337] "Divorced" "Married" "Married" "Married"
[2341] "LivePartner" NA "Married" "Married"
[2345] "Married" "Married" "Married" "NeverMarried"
[2349] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[2353] "Widowed" "Married" "Married" "Married"
[2357] "LivePartner" "Divorced" "Widowed" NA
[2361] "Divorced" "Divorced" "Divorced" "NeverMarried"
[2365] NA NA "Married" NA
[2369] NA NA "Divorced" "Divorced"
[2373] NA NA "NeverMarried" "Divorced"
[2377] "Divorced" "Married" "Widowed" "Widowed"
[2381] NA "NeverMarried" "LivePartner" "Married"
[2385] "Married" "Separated" "Married" "Married"
[2389] "Widowed" "Married" "Married" "Married"
[2393] "NeverMarried" "LivePartner" "LivePartner" NA
[2397] NA "Married" "NeverMarried" "Married"
[2401] NA "NeverMarried" NA NA
[2405] "NeverMarried" NA NA NA
[2409] "Married" "Married" "Married" "Married"
[2413] "Married" "Married" NA "Married"
[2417] NA NA "Divorced" "Married"
[2421] "Married" "Married" "Married" "Married"
[2425] NA "LivePartner" "Married" "Married"
[2429] "Married" "Widowed" "NeverMarried" "NeverMarried"
[2433] "NeverMarried" NA "Married" "Married"
[2437] "Married" "Married" NA NA
[2441] NA "Married" "Married" "LivePartner"
[2445] "LivePartner" "Divorced" NA NA
[2449] NA "LivePartner" NA "Married"
[2453] "Married" "Married" "Married" "NeverMarried"
[2457] "NeverMarried" "Married" NA "Widowed"
[2461] NA NA NA NA
[2465] NA "Married" "Married" NA
[2469] "Married" "Widowed" "Widowed" "Married"
[2473] "NeverMarried" "Married" "Married" NA
[2477] "Married" "Married" NA "NeverMarried"
[2481] "Married" "Married" "Married" "Married"
[2485] "Married" "Married" "Married" "Married"
[2489] "Married" NA NA NA
[2493] NA NA "Married" "Married"
[2497] "Married" "Married" NA "NeverMarried"
[2501] "Widowed" NA "Divorced" "Married"
[2505] "Married" "Married" "LivePartner" "Married"
[2509] "Married" "Widowed" "Widowed" "Widowed"
[2513] "Divorced" "Married" NA "LivePartner"
[2517] NA "LivePartner" "Widowed" "Married"
[2521] NA NA "Divorced" "Divorced"
[2525] "Married" "Married" "Married" NA
[2529] "Divorced" "Married" NA "Married"
[2533] NA "Married" "Married" "Married"
[2537] "Married" "Married" "Married" "Divorced"
[2541] NA "Married" NA "NeverMarried"
[2545] "Married" "Married" "Married" "Married"
[2549] "Married" "NeverMarried" "NeverMarried" "Married"
[2553] "Married" "Married" "Married" "Married"
[2557] NA NA "Married" "Married"
[2561] "Married" "NeverMarried" "NeverMarried" NA
[2565] "Married" NA "Married" NA
[2569] NA NA NA "Married"
[2573] NA "Married" "LivePartner" "Divorced"
[2577] "Divorced" "Married" "NeverMarried" "Married"
[2581] NA NA NA "Married"
[2585] "Married" "Widowed" NA "Married"
[2589] "NeverMarried" "Divorced" "Divorced" "Divorced"
[2593] "Divorced" NA NA NA
[2597] "Married" "NeverMarried" "Widowed" NA
[2601] "LivePartner" "LivePartner" "Married" "Widowed"
[2605] "NeverMarried" "NeverMarried" "Married" "LivePartner"
[2609] "LivePartner" NA "Married" "Married"
[2613] "Married" "LivePartner" "Married" "Married"
[2617] "LivePartner" "Married" "Married" "Married"
[2621] "Married" "LivePartner" NA NA
[2625] NA "NeverMarried" NA NA
[2629] NA NA "Married" "Married"
[2633] NA "Married" "Married" "Married"
[2637] "Married" "Widowed" "LivePartner" "LivePartner"
[2641] "Married" NA "Married" "Married"
[2645] "Married" "Married" "Married" "Separated"
[2649] "Married" "Married" "Married" "Married"
[2653] NA NA "Divorced" "NeverMarried"
[2657] "Married" "Married" "NeverMarried" "Married"
[2661] NA NA "Married" "Married"
[2665] "Married" "Married" "Married" "Divorced"
[2669] "Divorced" "LivePartner" "Married" "Married"
[2673] "Married" "Married" NA "Married"
[2677] "NeverMarried" "NeverMarried" "NeverMarried" "LivePartner"
[2681] "Married" NA "Married" "Married"
[2685] "Married" "Married" NA "Married"
[2689] "Married" "Married" "Married" "Married"
[2693] "Married" "NeverMarried" "NeverMarried" "Married"
[2697] "Widowed" NA "LivePartner" "NeverMarried"
[2701] "Widowed" "Separated" NA "Divorced"
[2705] "Married" "Married" "Married" "Married"
[2709] "Married" "Divorced" "Married" "Married"
[2713] "Married" "Married" "Married" "Married"
[2717] "Married" "Married" "Married" NA
[2721] NA "Divorced" "Married" "Married"
[2725] "Married" NA "Married" NA
[2729] "LivePartner" "LivePartner" "LivePartner" "Married"
[2733] "Married" "Married" "Married" "Married"
[2737] "Married" "NeverMarried" NA NA
[2741] "Widowed" "Married" "Married" "NeverMarried"
[2745] "NeverMarried" "NeverMarried" NA NA
[2749] NA NA NA "Married"
[2753] NA "Separated" NA NA
[2757] NA NA NA NA
[2761] NA "LivePartner" "LivePartner" "Widowed"
[2765] "Widowed" "Widowed" "NeverMarried" "Married"
[2769] NA NA "Separated" "Divorced"
[2773] NA "Married" "NeverMarried" "NeverMarried"
[2777] "Married" "Married" "Married" NA
[2781] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[2785] "NeverMarried" NA NA NA
[2789] "Married" "LivePartner" "LivePartner" "Divorced"
[2793] NA "Married" "Married" "Married"
[2797] "Married" "Married" "Married" "Married"
[2801] "Married" "Married" "Widowed" "Married"
[2805] NA NA "Widowed" NA
[2809] "Married" "Married" NA NA
[2813] "Married" "Married" "Separated" "Married"
[2817] "Married" NA "Married" "Married"
[2821] "Married" NA "Married" "Married"
[2825] "Married" "NeverMarried" "NeverMarried" "NeverMarried"
[2829] "NeverMarried" "Married" "NeverMarried" NA
[2833] NA "Married" "Married" "Married"
[2837] "Married" NA "NeverMarried" "NeverMarried"
[2841] "NeverMarried" "Separated" "Married" "Married"
[2845] "Married" "Married" NA "NeverMarried"
[2849] "Divorced" "Divorced" "Married" "Married"
[2853] "Married" NA NA "Married"
[2857] "Married" "Divorced" "Married" "Married"
[2861] NA NA "Married" "Divorced"
[2865] "Divorced" "Married" "Married" "Married"
[2869] "NeverMarried" "Married" "Divorced" "Widowed"
[2873] "Married" "Married" NA "Divorced"
[2877] "LivePartner" NA NA NA
[2881] "NeverMarried" NA NA NA
[2885] "Divorced" "Married" "Married" "Divorced"
[2889] NA NA NA NA
[2893] "NeverMarried" "NeverMarried" "Married" "Married"
[2897] "Married" "Married" "Married" "Widowed"
[2901] "Married" "Married" "Married" "Married"
[2905] "Widowed" "LivePartner" "NeverMarried" "Married"
[2909] "Married" "Divorced" "Divorced" "Divorced"
[2913] "Divorced" "Divorced" "Married" "Married"
[2917] "Divorced" "Divorced" "Divorced" "Divorced"
[2921] "Divorced" "Divorced" "Divorced" "Divorced"
[2925] "Divorced" "Married" NA NA
[2929] "NeverMarried" NA "Married" "Married"
[2933] NA NA "NeverMarried" "NeverMarried"
[2937] "NeverMarried" "NeverMarried" "Married" "Married"
[2941] "NeverMarried" "Married" "Divorced" "Widowed"
[2945] "Married" "Married" "Married" "Married"
[2949] NA "LivePartner" "Divorced" "Divorced"
[2953] "Divorced" "Divorced" "LivePartner" "LivePartner"
[2957] "Married" "NeverMarried" "NeverMarried" "Married"
[2961] "Married" "Widowed" "Married" NA
[2965] "NeverMarried" "NeverMarried" "NeverMarried" "Married"
[2969] "Married" "Married" "Married" "NeverMarried"
[2973] NA NA NA NA
[2977] NA "Widowed" "Married" "Married"
[2981] "Married" "Married" NA NA
[2985] "Married" "Married" "NeverMarried" "NeverMarried"
[2989] "Married" "Married" "Married" "Married"
[2993] "Married" NA "Married" "Married"
[2997] NA "Married" "Divorced" "Divorced"
[3001] "Divorced" NA "NeverMarried" "Divorced"
[3005] "NeverMarried" "NeverMarried" NA NA
[3009] "Married" "Married" "Divorced" "Divorced"
[3013] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[3017] "NeverMarried" "Married" "Married" NA
[3021] "Divorced" "Divorced" "LivePartner" "LivePartner"
[3025] "LivePartner" "Widowed" NA "LivePartner"
[3029] "Married" "Married" "Divorced" "Divorced"
[3033] NA "NeverMarried" "Married" "NeverMarried"
[3037] NA "Divorced" "Married" "Married"
[3041] "Divorced" NA NA "Divorced"
[3045] "Married" NA "Married" "Married"
[3049] "Married" "Married" NA NA
[3053] NA "Widowed" "LivePartner" "Separated"
[3057] "Married" "Married" NA "Married"
[3061] "Married" NA NA "Married"
[3065] "Married" "Married" "NeverMarried" "NeverMarried"
[3069] "Married" NA NA NA
[3073] "NeverMarried" "Married" NA NA
[3077] NA NA "LivePartner" "Married"
[3081] NA "Married" "Divorced" "Married"
[3085] "Married" "Married" "Married" "NeverMarried"
[3089] NA "NeverMarried" "NeverMarried" "NeverMarried"
[3093] "NeverMarried" NA NA "NeverMarried"
[3097] "Married" NA "Married" "Married"
[3101] "Married" "Married" "Married" "Married"
[3105] "Widowed" "Widowed" NA NA
[3109] "Married" "Married" "Married" "Married"
[3113] "Married" NA "Married" "Widowed"
[3117] "Married" "Widowed" "Widowed" NA
[3121] "Married" NA NA "Married"
[3125] "Married" "Married" "Married" "Married"
[3129] "Married" "Widowed" NA "Married"
[3133] "Married" "Married" "Married" "Divorced"
[3137] "Divorced" "Divorced" NA "LivePartner"
[3141] "Married" NA "Married" "Married"
[3145] "Married" "Married" "Married" "Married"
[3149] "NeverMarried" "NeverMarried" "Married" "Married"
[3153] "Divorced" "Married" "Married" "Married"
[3157] "Married" "Married" "Widowed" "Married"
[3161] "Married" "Married" "LivePartner" "Married"
[3165] NA "Married" "Married" "NeverMarried"
[3169] NA NA "Married" "LivePartner"
[3173] NA "Married" "Married" NA
[3177] NA "Separated" "Married" "Married"
[3181] "Married" NA "Married" "NeverMarried"
[3185] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[3189] NA "NeverMarried" "Married" "Married"
[3193] "Widowed" "Widowed" "Widowed" "Married"
[3197] "Married" NA "Married" "Married"
[3201] NA "NeverMarried" "NeverMarried" NA
[3205] NA NA NA "Married"
[3209] "Widowed" "Married" "Married" "NeverMarried"
[3213] NA NA "Married" "Married"
[3217] "Widowed" "LivePartner" "Married" "Married"
[3221] "Divorced" "Married" "Widowed" "Married"
[3225] "Married" "Divorced" "Divorced" "Divorced"
[3229] "Divorced" NA NA NA
[3233] "Divorced" "Divorced" "Married" NA
[3237] NA "Widowed" "Married" "Married"
[3241] "NeverMarried" "NeverMarried" "NeverMarried" "Married"
[3245] "Married" NA "Married" "NeverMarried"
[3249] "Widowed" "Married" "Married" "Separated"
[3253] NA "Married" "Married" NA
[3257] NA NA NA NA
[3261] NA NA "Married" "Separated"
[3265] NA NA "Widowed" NA
[3269] "Married" NA "Divorced" "Married"
[3273] NA "LivePartner" "LivePartner" "Married"
[3277] "Divorced" "Married" "Married" "Married"
[3281] "Divorced" "Divorced" "Divorced" "Divorced"
[3285] "Divorced" "Divorced" "Married" NA
[3289] NA "Married" "Widowed" "LivePartner"
[3293] "NeverMarried" NA NA NA
[3297] "Divorced" "Separated" "Married" "NeverMarried"
[3301] "Married" "Married" NA NA
[3305] "Married" "NeverMarried" "Married" "Married"
[3309] "Widowed" "Widowed" "Widowed" "Widowed"
[3313] "Married" "Married" NA NA
[3317] "Married" "Widowed" "Widowed" "Widowed"
[3321] "Married" NA NA "Married"
[3325] "Married" NA NA NA
[3329] "LivePartner" "LivePartner" "Married" "Married"
[3333] NA "NeverMarried" NA "LivePartner"
[3337] "NeverMarried" "Divorced" "Divorced" NA
[3341] NA "Married" "Married" "Married"
[3345] "Divorced" NA "Married" "NeverMarried"
[3349] "LivePartner" "Married" "Widowed" "Married"
[3353] "Married" "NeverMarried" "Married" "LivePartner"
[3357] "NeverMarried" "Married" NA "Married"
[3361] "Married" "Married" NA "Married"
[3365] "Married" "Married" "NeverMarried" "NeverMarried"
[3369] "Married" "Married" "Married" NA
[3373] NA "Married" "Married" "Widowed"
[3377] "Widowed" "Married" "Married" NA
[3381] "Divorced" "Widowed" "LivePartner" "LivePartner"
[3385] NA "Married" "Married" "Married"
[3389] NA "Married" "Divorced" "Widowed"
[3393] "Widowed" "Divorced" NA NA
[3397] "Married" NA "Married" "Separated"
[3401] "LivePartner" "Widowed" "Divorced" "Divorced"
[3405] NA NA NA "NeverMarried"
[3409] "Widowed" "Widowed" "Married" "Married"
[3413] "Married" "Married" "LivePartner" "Widowed"
[3417] NA "Married" NA "Married"
[3421] "NeverMarried" "Married" "Married" NA
[3425] "NeverMarried" "Married" "Married" "Married"
[3429] "NeverMarried" "Widowed" "NeverMarried" NA
[3433] NA NA "Married" "Married"
[3437] "Married" "Married" NA NA
[3441] "Divorced" "Divorced" NA "Married"
[3445] "Married" "Married" NA "LivePartner"
[3449] NA "Married" NA NA
[3453] "Married" "Married" "Married" "Married"
[3457] "Married" NA "Divorced" "Divorced"
[3461] NA NA NA NA
[3465] NA "Widowed" "NeverMarried" "NeverMarried"
[3469] NA NA NA NA
[3473] NA NA "Married" "Married"
[3477] "LivePartner" "Divorced" "Divorced" "Divorced"
[3481] "Divorced" "Widowed" "Widowed" "Married"
[3485] NA "Married" "Married" "Married"
[3489] "Separated" NA "Married" NA
[3493] "NeverMarried" "Widowed" "Widowed" NA
[3497] "Married" "Married" NA NA
[3501] "Married" "Widowed" "NeverMarried" "NeverMarried"
[3505] "Divorced" "Divorced" NA "Widowed"
[3509] "Married" "Separated" NA "Married"
[3513] "Married" "Married" NA NA
[3517] "Married" NA "NeverMarried" NA
[3521] "LivePartner" "Married" NA "Married"
[3525] "Married" "Married" "Married" NA
[3529] NA NA NA NA
[3533] NA "Married" "Married" "Married"
[3537] "Married" NA NA NA
[3541] NA NA "Married" "Married"
[3545] NA NA "Married" "Married"
[3549] "Married" "Married" "Married" "Divorced"
[3553] "Married" "Married" NA "Married"
[3557] "Divorced" "Divorced" "Divorced" "Divorced"
[3561] "Divorced" NA NA "Married"
[3565] "Married" "Married" "NeverMarried" "Married"
[3569] "NeverMarried" "NeverMarried" "Widowed" NA
[3573] "Separated" NA "NeverMarried" "NeverMarried"
[3577] "NeverMarried" NA "Married" "NeverMarried"
[3581] NA NA "LivePartner" "LivePartner"
[3585] "Married" "Married" NA "Widowed"
[3589] "Widowed" "NeverMarried" "NeverMarried" "Married"
[3593] "Divorced" "Separated" "Married" "Married"
[3597] NA "Married" "Married" NA
[3601] "Married" NA NA "Married"
[3605] "NeverMarried" NA "Married" NA
[3609] NA "Widowed" "Married" "Married"
[3613] "Married" "Married" "Married" NA
[3617] "Widowed" "Married" "Married" "Married"
[3621] "Married" "Divorced" "NeverMarried" NA
[3625] NA "NeverMarried" "LivePartner" "Separated"
[3629] "NeverMarried" "NeverMarried" NA NA
[3633] "Married" "Married" "Married" NA
[3637] NA "Married" NA "Married"
[3641] "Married" "Married" "Married" "Married"
[3645] "Married" "NeverMarried" "NeverMarried" "Married"
[3649] "Married" NA "LivePartner" "NeverMarried"
[3653] "Married" "Married" NA NA
[3657] NA "NeverMarried" "NeverMarried" NA
[3661] "Divorced" NA NA NA
[3665] NA "Married" "Married" "Married"
[3669] "Married" "Married" "Married" NA
[3673] NA "NeverMarried" "NeverMarried" "Divorced"
[3677] "NeverMarried" "NeverMarried" NA NA
[3681] "NeverMarried" "NeverMarried" "LivePartner" "Divorced"
[3685] "Married" "Married" "Married" "Married"
[3689] "Married" "Married" "Married" "Married"
[3693] NA NA "Married" "Married"
[3697] NA "Widowed" "Widowed" "Married"
[3701] "Married" NA NA NA
[3705] "NeverMarried" NA "Married" "Married"
[3709] "Married" "Married" "NeverMarried" NA
[3713] "Married" "Married" NA NA
[3717] NA "Widowed" "Divorced" "Divorced"
[3721] "Divorced" NA NA "Married"
[3725] "Married" "Married" "Married" NA
[3729] NA "Married" "Married" "Married"
[3733] "LivePartner" NA NA "Divorced"
[3737] "Widowed" NA NA "Married"
[3741] NA NA NA "Married"
[3745] "NeverMarried" "Married" "Married" "Married"
[3749] "NeverMarried" "Married" "LivePartner" "LivePartner"
[3753] "LivePartner" "LivePartner" "LivePartner" "LivePartner"
[3757] "LivePartner" "Married" "Married" "Married"
[3761] "Married" "NeverMarried" "NeverMarried" NA
[3765] NA NA NA "NeverMarried"
[3769] NA "NeverMarried" "NeverMarried" "Married"
[3773] "Divorced" "Divorced" NA "Married"
[3777] NA "NeverMarried" NA NA
[3781] "Married" "Married" NA NA
[3785] NA "LivePartner" "LivePartner" "Married"
[3789] NA "Married" "Married" "Married"
[3793] "Married" "NeverMarried" "Married" "Divorced"
[3797] "Divorced" "Divorced" "Divorced" "Married"
[3801] "NeverMarried" NA NA NA
[3805] "Married" "Married" "Married" "Married"
[3809] "Married" "Married" "NeverMarried" "Divorced"
[3813] "Separated" "Separated" "Married" "NeverMarried"
[3817] "Widowed" "Widowed" "Widowed" NA
[3821] "NeverMarried" "NeverMarried" NA "NeverMarried"
[3825] "Divorced" NA NA "Married"
[3829] "Married" "Married" "NeverMarried" "NeverMarried"
[3833] "Married" "Married" NA NA
[3837] NA "Divorced" "Divorced" "Divorced"
[3841] "Divorced" "NeverMarried" "NeverMarried" "Married"
[3845] "Married" "Married" "Married" "Married"
[3849] NA "NeverMarried" "NeverMarried" "NeverMarried"
[3853] "Married" "Married" "Married" "NeverMarried"
[3857] "NeverMarried" "Married" "Married" "Married"
[3861] NA NA NA NA
[3865] NA "Married" "Married" "Married"
[3869] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[3873] "NeverMarried" "Married" "Married" "Divorced"
[3877] "Divorced" "Divorced" "Divorced" "Divorced"
[3881] "NeverMarried" "Married" "NeverMarried" "NeverMarried"
[3885] "Married" NA NA "Married"
[3889] NA NA "NeverMarried" "Married"
[3893] "Married" "LivePartner" NA "NeverMarried"
[3897] "Married" NA "Married" "LivePartner"
[3901] "Divorced" "Divorced" "Married" "Married"
[3905] NA "Married" "Married" NA
[3909] "NeverMarried" "NeverMarried" NA NA
[3913] "Married" "Married" NA "Married"
[3917] "Married" "Married" NA NA
[3921] "Married" "Married" "Married" "Married"
[3925] "Widowed" "Widowed" "Married" "Married"
[3929] "Married" "NeverMarried" "NeverMarried" "Married"
[3933] NA "Married" "Married" "Married"
[3937] "Widowed" "Widowed" "Married" "Widowed"
[3941] "Widowed" "Married" "Married" "LivePartner"
[3945] NA NA "Married" "Married"
[3949] "Married" NA "LivePartner" "Married"
[3953] "Married" "LivePartner" "Separated" "Married"
[3957] "Married" NA NA "Married"
[3961] "Married" "Married" "Married" "Married"
[3965] "Married" "LivePartner" NA "Divorced"
[3969] "Married" "Married" "Married" "Married"
[3973] NA "Separated" "NeverMarried" "NeverMarried"
[3977] "NeverMarried" NA "Married" "LivePartner"
[3981] "Widowed" NA NA NA
[3985] "Married" NA "LivePartner" "Married"
[3989] "Married" "Married" "Separated" "Separated"
[3993] "Separated" "Separated" "Married" "LivePartner"
[3997] NA NA NA "Married"
[4001] NA NA "Married" "Married"
[4005] "NeverMarried" "NeverMarried" "Divorced" NA
[4009] "Married" NA "Married" "LivePartner"
[4013] "Married" "Married" NA NA
[4017] "LivePartner" NA "Married" "Married"
[4021] NA NA "Married" "Married"
[4025] "Married" "Widowed" "LivePartner" "Married"
[4029] NA "Divorced" "Divorced" "Divorced"
[4033] NA NA "LivePartner" "Married"
[4037] NA "Married" "Divorced" "Widowed"
[4041] "Married" "Married" "Separated" "Separated"
[4045] NA NA "Divorced" "Divorced"
[4049] NA "Married" "Married" "Married"
[4053] "Married" NA NA "Married"
[4057] "NeverMarried" "NeverMarried" "NeverMarried" "Married"
[4061] NA "Married" "Married" "Married"
[4065] "Married" "Married" "Married" "Married"
[4069] "Married" "Married" "Married" "LivePartner"
[4073] "Married" "Married" "Married" "Widowed"
[4077] "Married" "Married" "Married" "Married"
[4081] "Married" NA "Married" "Married"
[4085] NA NA "NeverMarried" "Divorced"
[4089] NA "Married" NA "Married"
[4093] "Married" NA NA "Married"
[4097] NA NA NA NA
[4101] "NeverMarried" NA "LivePartner" "Widowed"
[4105] "Married" "Married" "Married" "Married"
[4109] "NeverMarried" "NeverMarried" NA "Married"
[4113] "Married" "NeverMarried" "NeverMarried" "Married"
[4117] NA "Married" "NeverMarried" "NeverMarried"
[4121] "Married" "Married" "Married" NA
[4125] NA NA NA NA
[4129] NA "Married" NA NA
[4133] "Married" "Married" "Married" "Married"
[4137] "Married" "NeverMarried" "NeverMarried" "NeverMarried"
[4141] "Married" "Married" "Married" "Married"
[4145] "Divorced" "Widowed" NA "Married"
[4149] "Married" "Married" NA "Married"
[4153] "Married" "Married" "Married" "Married"
[4157] "Married" NA NA "Married"
[4161] "Married" "Married" NA NA
[4165] "Married" "Married" "Married" "Married"
[4169] "Married" "Married" "Married" NA
[4173] "Married" NA NA "Divorced"
[4177] "Divorced" "Divorced" "Divorced" NA
[4181] "NeverMarried" "NeverMarried" "Married" NA
[4185] "LivePartner" "Married" "Married" "Married"
[4189] "Married" "Married" "Separated" "Separated"
[4193] "Separated" "Married" "NeverMarried" "Married"
[4197] "Married" NA NA NA
[4201] "NeverMarried" "Married" "Separated" "NeverMarried"
[4205] NA "Married" "NeverMarried" "Married"
[4209] NA "NeverMarried" NA NA
[4213] NA "Married" "NeverMarried" NA
[4217] NA "NeverMarried" "NeverMarried" "Married"
[4221] NA "Married" "Married" "Married"
[4225] "NeverMarried" "NeverMarried" "Widowed" "Married"
[4229] "Married" "Married" "Married" NA
[4233] "Married" "Married" "Married" "NeverMarried"
[4237] "Married" NA NA NA
[4241] "Married" "Married" "NeverMarried" NA
[4245] NA "Married" NA NA
[4249] NA "Married" NA NA
[4253] NA NA "LivePartner" "LivePartner"
[4257] NA "Married" "Married" "Widowed"
[4261] "Married" "Married" NA "Married"
[4265] "Married" NA "Widowed" "Married"
[4269] NA "NeverMarried" "NeverMarried" "NeverMarried"
[4273] "NeverMarried" "NeverMarried" "NeverMarried" "Married"
[4277] "LivePartner" "NeverMarried" "Married" NA
[4281] NA NA "NeverMarried" "NeverMarried"
[4285] "NeverMarried" NA NA "LivePartner"
[4289] "LivePartner" "LivePartner" NA "Married"
[4293] "Married" NA "Married" NA
[4297] "Married" NA "Divorced" "Divorced"
[4301] NA "Widowed" "LivePartner" "LivePartner"
[4305] "NeverMarried" NA NA "Separated"
[4309] NA NA "Married" "Married"
[4313] "Married" NA NA NA
[4317] "Married" "LivePartner" NA NA
[4321] "Divorced" "Divorced" "Divorced" NA
[4325] NA NA "Divorced" "Married"
[4329] "LivePartner" "Divorced" "Married" NA
[4333] "Divorced" "Divorced" "Divorced" "Divorced"
[4337] "LivePartner" "NeverMarried" "NeverMarried" "Married"
[4341] NA "LivePartner" "LivePartner" "Married"
[4345] "Married" "Divorced" "Divorced" "NeverMarried"
[4349] "NeverMarried" "Married" "Married" "Married"
[4353] "Married" NA "NeverMarried" "NeverMarried"
[4357] "NeverMarried" "NeverMarried" NA "Divorced"
[4361] NA NA "Married" "Married"
[4365] "Married" "Married" "NeverMarried" "NeverMarried"
[4369] "NeverMarried" NA "Married" "Married"
[4373] "Married" "Married" "Married" "Widowed"
[4377] "Divorced" NA NA NA
[4381] "Divorced" "Divorced" "Widowed" "Widowed"
[4385] "Married" "Married" "Married" "Married"
[4389] "Separated" NA "Married" "Married"
[4393] NA "LivePartner" "LivePartner" "NeverMarried"
[4397] "Separated" NA NA NA
[4401] NA NA "Married" "Married"
[4405] "Married" "Married" "Married" NA
[4409] NA "Married" "Married" "Divorced"
[4413] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[4417] "Married" "Married" "Married" "Married"
[4421] "Married" NA "LivePartner" "Married"
[4425] "Married" NA "Married" NA
[4429] NA "Married" "Separated" "Married"
[4433] "Married" "Married" "Married" "Married"
[4437] NA "Married" "NeverMarried" NA
[4441] "Married" "Married" NA "Married"
[4445] "Married" NA NA "NeverMarried"
[4449] "Married" "Married" "Married" "Married"
[4453] NA NA NA NA
[4457] "LivePartner" "Married" NA "Married"
[4461] "Married" NA NA "Widowed"
[4465] NA NA NA NA
[4469] NA NA "Married" "Married"
[4473] "Married" "Married" NA NA
[4477] "Separated" "Separated" NA "Married"
[4481] NA "NeverMarried" "Married" "Married"
[4485] "NeverMarried" "Married" "Separated" "Married"
[4489] "Married" "Married" "Married" "LivePartner"
[4493] "NeverMarried" "NeverMarried" "NeverMarried" "Divorced"
[4497] NA "NeverMarried" "Married" "Married"
[4501] "Married" "Married" "Married" NA
[4505] "Married" "Married" "Married" NA
[4509] "Married" "Married" "Married" "Married"
[4513] NA NA NA NA
[4517] NA "Married" "Married" NA
[4521] "Married" "Married" "Married" NA
[4525] NA NA "Married" "Married"
[4529] "Married" "NeverMarried" "Married" "NeverMarried"
[4533] "NeverMarried" NA "NeverMarried" "Married"
[4537] "Married" "Married" "LivePartner" "Married"
[4541] "Married" "Married" "Married" NA
[4545] NA "Married" "Married" NA
[4549] "Married" "Divorced" "Married" "Married"
[4553] "Widowed" "NeverMarried" "Married" "Married"
[4557] "Widowed" "Married" "NeverMarried" "NeverMarried"
[4561] "NeverMarried" "NeverMarried" NA NA
[4565] "Married" "Married" NA "Married"
[4569] "Separated" "Married" "Married" "Married"
[4573] "LivePartner" "Married" "Married" "Married"
[4577] "LivePartner" "Married" "Divorced" "Divorced"
[4581] "Married" "Married" "Married" "Married"
[4585] "Married" NA "Separated" "Separated"
[4589] "NeverMarried" "NeverMarried" NA NA
[4593] "Married" "Married" "Married" "Married"
[4597] "Divorced" "Married" "Married" "Married"
[4601] "Married" "Married" "NeverMarried" "NeverMarried"
[4605] "Widowed" "Divorced" "Divorced" "Married"
[4609] NA "NeverMarried" "NeverMarried" "NeverMarried"
[4613] "LivePartner" "Married" "NeverMarried" "Divorced"
[4617] NA NA "LivePartner" "Divorced"
[4621] NA "Widowed" NA NA
[4625] NA NA "Married" "Married"
[4629] "Married" "Married" NA NA
[4633] "NeverMarried" NA NA NA
[4637] "Married" "Married" NA NA
[4641] NA "Married" "Married" NA
[4645] "Married" NA "Married" "Married"
[4649] "Married" "Married" "Married" "Married"
[4653] NA "LivePartner" "NeverMarried" "Married"
[4657] "LivePartner" "Married" "Married" "Married"
[4661] "Married" "Married" "Married" "NeverMarried"
[4665] "Divorced" "Divorced" "Married" "Married"
[4669] "Married" "Married" "Married" NA
[4673] NA "Married" "Married" NA
[4677] "Married" NA NA "Married"
[4681] "Married" "NeverMarried" "Married" "Widowed"
[4685] "Widowed" "Married" "Married" NA
[4689] NA "Married" NA "NeverMarried"
[4693] "LivePartner" "LivePartner" "Separated" "Separated"
[4697] "Married" "Separated" "Separated" "NeverMarried"
[4701] "Widowed" "Widowed" "Divorced" "NeverMarried"
[4705] NA "Married" "NeverMarried" "NeverMarried"
[4709] "NeverMarried" "NeverMarried" "Divorced" "Married"
[4713] "Married" "NeverMarried" NA NA
[4717] NA "Married" NA NA
[4721] NA "Married" "Married" "Married"
[4725] NA "NeverMarried" "Divorced" "Divorced"
[4729] "Divorced" "Married" "NeverMarried" "Married"
[4733] "Married" "Married" "Married" NA
[4737] "Married" NA "Divorced" "Married"
[4741] "Married" "LivePartner" "Married" NA
[4745] "NeverMarried" "NeverMarried" "Married" NA
[4749] "NeverMarried" "NeverMarried" "NeverMarried" "Married"
[4753] "Married" NA "Married" "Married"
[4757] "Married" NA "Married" "Married"
[4761] "Married" "Married" NA NA
[4765] "Married" "Married" NA "NeverMarried"
[4769] "NeverMarried" "Married" "Married" "Married"
[4773] "Married" "Married" "Married" "Widowed"
[4777] "Married" "Married" "Married" "Married"
[4781] "Married" "NeverMarried" NA "Married"
[4785] "Married" "Married" "Married" "Married"
[4789] "Married" "Married" "NeverMarried" NA
[4793] "LivePartner" "Separated" "Separated" NA
[4797] "Married" "Married" "Married" "Married"
[4801] "LivePartner" "Married" "Married" "Married"
[4805] "Married" "Married" "Married" "Married"
[4809] "Married" NA NA "NeverMarried"
[4813] NA "NeverMarried" "NeverMarried" "Divorced"
[4817] "Divorced" "Widowed" "Married" "Married"
[4821] "NeverMarried" "NeverMarried" "NeverMarried" "LivePartner"
[4825] NA "Married" "Married" "Married"
[4829] "Married" "Divorced" "NeverMarried" NA
[4833] "Divorced" NA "NeverMarried" "NeverMarried"
[4837] NA NA NA NA
[4841] NA "Married" "Married" "Married"
[4845] "Divorced" "Married" NA "Married"
[4849] "Married" NA "Divorced" "Divorced"
[4853] "Divorced" NA NA NA
[4857] "NeverMarried" "NeverMarried" NA NA
[4861] "NeverMarried" NA "Married" "LivePartner"
[4865] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[4869] "NeverMarried" "NeverMarried" "Married" "Widowed"
[4873] NA NA "Widowed" "Married"
[4877] "Married" "NeverMarried" "NeverMarried" NA
[4881] NA "NeverMarried" "NeverMarried" "NeverMarried"
[4885] "Married" "Married" "Married" NA
[4889] NA "Married" NA "Widowed"
[4893] "NeverMarried" "Widowed" "Married" "Married"
[4897] "Married" "Married" "Married" NA
[4901] NA NA "Married" NA
[4905] "Married" "Married" NA NA
[4909] "Married" NA NA "Married"
[4913] "Married" "Married" NA "NeverMarried"
[4917] "Married" "Widowed" "Married" "Married"
[4921] "Married" "NeverMarried" NA "Separated"
[4925] "Married" NA "Married" "Married"
[4929] "Married" NA NA "NeverMarried"
[4933] NA "Divorced" "Divorced" "Divorced"
[4937] "NeverMarried" "NeverMarried" "NeverMarried" NA
[4941] NA NA NA NA
[4945] NA "NeverMarried" "NeverMarried" NA
[4949] "Married" "Married" "Divorced" NA
[4953] "Married" "Widowed" NA NA
[4957] "Married" "NeverMarried" NA "Married"
[4961] "NeverMarried" "NeverMarried" NA "Married"
[4965] "Married" "NeverMarried" "NeverMarried" "Married"
[4969] "Married" NA "Married" "Married"
[4973] NA "Married" NA "Married"
[4977] "Married" "Married" "Widowed" "Widowed"
[4981] NA NA NA "Married"
[4985] "Married" "Married" "Married" "Widowed"
[4989] "NeverMarried" "LivePartner" "Married" "Married"
[4993] "Married" "Married" NA "Widowed"
[4997] "Married" "Married" NA "Divorced"
[5001] NA "NeverMarried" "Married" "Married"
[5005] NA "Married" "Widowed" "Married"
[5009] NA NA "LivePartner" "LivePartner"
[5013] "LivePartner" "LivePartner" "NeverMarried" "NeverMarried"
[5017] "NeverMarried" "NeverMarried" "Married" "Married"
[5021] "Separated" NA NA "NeverMarried"
[5025] "Married" "Married" "Married" "Married"
[5029] "Married" NA NA "Married"
[5033] "Married" "Married" "Married" "Married"
[5037] "Married" "Separated" NA "Married"
[5041] "Married" NA "NeverMarried" "NeverMarried"
[5045] NA NA "Married" NA
[5049] "Married" "Divorced" NA NA
[5053] NA NA "Divorced" "Widowed"
[5057] "Widowed" "Married" "Married" NA
[5061] NA "Married" "Married" "Widowed"
[5065] "Married" "Married" NA NA
[5069] "NeverMarried" "NeverMarried" "NeverMarried" "Married"
[5073] "Married" NA "Married" NA
[5077] "Married" "Married" NA "Married"
[5081] "LivePartner" "Married" "Married" "Married"
[5085] "Married" NA "Married" "Married"
[5089] "Married" "Married" "Married" NA
[5093] "Widowed" "Married" "Married" "Divorced"
[5097] "Divorced" "Divorced" NA NA
[5101] NA "Married" "Married" "Married"
[5105] "Divorced" "Married" "Widowed" "NeverMarried"
[5109] "Divorced" "NeverMarried" "Widowed" "Widowed"
[5113] "Widowed" "Married" NA NA
[5117] "LivePartner" "LivePartner" "LivePartner" "LivePartner"
[5121] "Married" "Married" "Married" "Married"
[5125] "NeverMarried" "Widowed" "Widowed" "Widowed"
[5129] "Widowed" "Married" "Widowed" "Widowed"
[5133] "NeverMarried" "Married" "Married" NA
[5137] "LivePartner" "LivePartner" "Married" "Married"
[5141] "NeverMarried" "NeverMarried" NA "Married"
[5145] NA NA NA NA
[5149] NA NA "Married" "Married"
[5153] NA "Married" "Married" "Married"
[5157] "Married" NA "Divorced" "Divorced"
[5161] "NeverMarried" "Married" "Married" "Separated"
[5165] "Separated" "LivePartner" NA NA
[5169] "Married" "Married" NA "NeverMarried"
[5173] "NeverMarried" NA NA NA
[5177] "Married" "Married" "Married" "Married"
[5181] "Married" "Married" "Married" "Married"
[5185] NA "Divorced" "Divorced" "Married"
[5189] "NeverMarried" "Divorced" "LivePartner" "LivePartner"
[5193] "Married" NA "Widowed" "Married"
[5197] NA "Married" "Married" "Married"
[5201] "Married" "Married" "Married" "LivePartner"
[5205] "LivePartner" "LivePartner" NA NA
[5209] "NeverMarried" "NeverMarried" "NeverMarried" "Married"
[5213] "Married" "Married" "Married" "Married"
[5217] NA NA NA NA
[5221] NA NA NA "NeverMarried"
[5225] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[5229] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[5233] NA NA "Widowed" "Married"
[5237] "Widowed" "Widowed" "Widowed" "NeverMarried"
[5241] "NeverMarried" "Married" "Married" "NeverMarried"
[5245] "Married" "Married" "Widowed" "Widowed"
[5249] "Widowed" "Married" "Married" "NeverMarried"
[5253] "Married" "Married" NA "Widowed"
[5257] "Widowed" "Widowed" "Married" "Divorced"
[5261] NA NA "NeverMarried" NA
[5265] "Married" NA NA NA
[5269] "Married" "Married" NA "Married"
[5273] "Married" "NeverMarried" "Widowed" "Married"
[5277] "Married" NA "Married" "NeverMarried"
[5281] NA NA NA "Married"
[5285] "Married" "Married" "Married" "Married"
[5289] "Married" "Married" NA "Married"
[5293] "Married" "Married" "Married" NA
[5297] NA "Married" "Married" "Married"
[5301] "Married" "Married" NA "Divorced"
[5305] "Married" "NeverMarried" NA NA
[5309] NA "NeverMarried" "NeverMarried" NA
[5313] NA NA "LivePartner" NA
[5317] NA NA NA NA
[5321] "Married" NA "LivePartner" "LivePartner"
[5325] NA "Married" "Married" "Married"
[5329] "Married" "Separated" "Married" NA
[5333] NA NA NA "Married"
[5337] "Married" "Married" "Married" "Married"
[5341] "Married" "Married" "Married" "LivePartner"
[5345] "Married" "Widowed" NA "NeverMarried"
[5349] "LivePartner" "Married" "LivePartner" "Married"
[5353] NA "LivePartner" NA NA
[5357] NA "Married" "Married" "NeverMarried"
[5361] NA "Divorced" "Divorced" "Divorced"
[5365] "Divorced" "Married" "Married" "NeverMarried"
[5369] NA NA NA NA
[5373] "Divorced" "Widowed" NA NA
[5377] NA "Married" "Married" "Married"
[5381] "Married" "Married" "Married" "Married"
[5385] NA "Married" "Married" "Married"
[5389] NA "Married" "LivePartner" "Married"
[5393] "Married" "LivePartner" "LivePartner" NA
[5397] NA NA "NeverMarried" NA
[5401] NA "NeverMarried" "NeverMarried" "NeverMarried"
[5405] "Married" "Married" "Married" "Married"
[5409] "Married" "Married" "Married" "Widowed"
[5413] "NeverMarried" "Married" NA NA
[5417] "Married" NA NA NA
[5421] NA NA NA "NeverMarried"
[5425] NA NA "Married" "NeverMarried"
[5429] "NeverMarried" NA NA NA
[5433] NA "Married" "Widowed" NA
[5437] NA NA "Married" "Married"
[5441] "Married" "Married" "Married" "Married"
[5445] "Divorced" "Married" "Married" "Married"
[5449] NA NA "Married" "Married"
[5453] "Married" "Married" "Married" "Widowed"
[5457] NA "Married" "Married" "Married"
[5461] "Married" "Married" "LivePartner" "LivePartner"
[5465] NA "LivePartner" "Married" NA
[5469] "Separated" "NeverMarried" "NeverMarried" "Separated"
[5473] NA NA NA NA
[5477] NA NA "NeverMarried" "NeverMarried"
[5481] NA NA NA NA
[5485] NA "Widowed" NA "Married"
[5489] "Married" "NeverMarried" "LivePartner" "LivePartner"
[5493] "LivePartner" "Widowed" NA NA
[5497] NA "Widowed" "Widowed" NA
[5501] NA NA "Married" "Married"
[5505] "Married" "Married" "Married" "Married"
[5509] "Married" NA NA NA
[5513] NA "Divorced" "Divorced" "Married"
[5517] NA NA NA "Married"
[5521] "Married" "Married" "Separated" "Separated"
[5525] "Widowed" "LivePartner" "Widowed" NA
[5529] NA NA "Married" "Married"
[5533] "Married" "Married" "Married" "Married"
[5537] "Married" "Married" "Married" NA
[5541] NA "NeverMarried" NA NA
[5545] "Married" "Married" NA "Married"
[5549] "Married" "Widowed" "Divorced" "NeverMarried"
[5553] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[5557] "NeverMarried" "LivePartner" "Married" "Separated"
[5561] "Married" "Married" "Married" "Married"
[5565] "Widowed" "Married" "Married" NA
[5569] "Married" "LivePartner" "LivePartner" "Married"
[5573] "Married" "Divorced" "Married" "NeverMarried"
[5577] "Divorced" "Divorced" "Married" "Married"
[5581] NA "NeverMarried" "NeverMarried" "LivePartner"
[5585] "NeverMarried" "NeverMarried" "Divorced" "Married"
[5589] NA "LivePartner" "LivePartner" "LivePartner"
[5593] NA "Separated" "Widowed" "Widowed"
[5597] "Widowed" "Widowed" "NeverMarried" "NeverMarried"
[5601] "Married" "Married" "Married" "Married"
[5605] "Widowed" "Married" "Married" "Married"
[5609] "Married" "Married" "Married" "Married"
[5613] "Married" "Married" "Married" NA
[5617] NA "NeverMarried" "NeverMarried" "NeverMarried"
[5621] "Divorced" NA "NeverMarried" "NeverMarried"
[5625] "Married" "Married" "NeverMarried" "Married"
[5629] NA NA NA NA
[5633] "Married" "Married" "Married" "Married"
[5637] "Married" "Married" "Married" "Divorced"
[5641] "Married" "Married" "Married" NA
[5645] "Married" "Married" "Married" "Widowed"
[5649] NA "Widowed" NA NA
[5653] NA "Separated" "Married" "Divorced"
[5657] "Divorced" "Divorced" "Divorced" "Divorced"
[5661] "Divorced" "Married" "Married" "Married"
[5665] "Widowed" "Widowed" "Divorced" "Divorced"
[5669] "Divorced" "Widowed" "Separated" "Separated"
[5673] "Separated" "LivePartner" "LivePartner" NA
[5677] "NeverMarried" "Married" "Divorced" NA
[5681] NA NA "Widowed" "NeverMarried"
[5685] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[5689] "NeverMarried" NA "Married" "Married"
[5693] NA "NeverMarried" "Married" "Married"
[5697] "Married" NA "Married" "Married"
[5701] "Married" "Married" "Married" "LivePartner"
[5705] "LivePartner" "LivePartner" "LivePartner" "Married"
[5709] "NeverMarried" "NeverMarried" NA NA
[5713] "Divorced" "Married" "Divorced" "Married"
[5717] "Married" NA "Married" "Married"
[5721] "Married" "Divorced" NA "Married"
[5725] "NeverMarried" "NeverMarried" "Married" "Married"
[5729] "Married" "Widowed" "Married" NA
[5733] NA "NeverMarried" NA NA
[5737] NA "Married" "Married" "Married"
[5741] "LivePartner" "Married" NA NA
[5745] "Divorced" NA "Married" "Married"
[5749] NA "Married" "Married" "Married"
[5753] "Married" "Married" NA NA
[5757] NA NA NA "Married"
[5761] "Married" "NeverMarried" "LivePartner" NA
[5765] NA "Married" "Married" "NeverMarried"
[5769] "Married" "Married" "NeverMarried" "Married"
[5773] "Married" "NeverMarried" NA NA
[5777] NA "Married" NA "Married"
[5781] "Married" "NeverMarried" "NeverMarried" "Married"
[5785] "Married" NA "Married" "Married"
[5789] "Married" NA "Married" "Married"
[5793] "Married" "Married" "Married" NA
[5797] NA "Married" "Married" "Married"
[5801] NA "LivePartner" NA NA
[5805] NA NA "Married" "NeverMarried"
[5809] "NeverMarried" "Married" NA "Widowed"
[5813] "Divorced" "NeverMarried" "NeverMarried" "Married"
[5817] "Married" NA NA NA
[5821] NA NA "NeverMarried" NA
[5825] NA NA NA "Divorced"
[5829] "Divorced" "Married" "Married" "LivePartner"
[5833] NA "NeverMarried" "NeverMarried" "NeverMarried"
[5837] "Separated" "Married" "Married" "Married"
[5841] NA "Divorced" NA "LivePartner"
[5845] "LivePartner" "LivePartner" "Married" "Married"
[5849] "Married" "Married" "NeverMarried" "NeverMarried"
[5853] "NeverMarried" "Married" NA NA
[5857] NA NA "Divorced" "Divorced"
[5861] "Married" NA "Married" "Married"
[5865] "Married" "Married" "Married" "Married"
[5869] NA "Married" "Married" "Married"
[5873] "Married" "Married" "Married" "Married"
[5877] NA NA "Married" "Divorced"
[5881] "Divorced" "Divorced" "Divorced" "Divorced"
[5885] "Divorced" NA NA "LivePartner"
[5889] "LivePartner" "LivePartner" "LivePartner" "LivePartner"
[5893] NA NA NA NA
[5897] NA "LivePartner" NA NA
[5901] "LivePartner" NA "Divorced" "NeverMarried"
[5905] "Married" "Married" "Married" "Married"
[5909] "Married" "Married" "Widowed" NA
[5913] "NeverMarried" "NeverMarried" "NeverMarried" "Married"
[5917] "Married" "Married" "Divorced" "Married"
[5921] "Married" "Married" NA "Married"
[5925] "Married" "Married" "Married" "Divorced"
[5929] "Divorced" "Married" NA "NeverMarried"
[5933] "NeverMarried" NA NA "Married"
[5937] "NeverMarried" "NeverMarried" NA "Widowed"
[5941] NA NA NA "Divorced"
[5945] "Married" "Married" "Separated" "Separated"
[5949] "Married" "Married" "Married" NA
[5953] "Married" "Married" "Married" "Married"
[5957] "Separated" "Married" NA NA
[5961] "NeverMarried" "Married" "Married" "Married"
[5965] "Married" "Married" "LivePartner" "NeverMarried"
[5969] "LivePartner" "LivePartner" NA NA
[5973] "Married" "Married" "LivePartner" NA
[5977] "Married" "Married" "Married" "Married"
[5981] NA "NeverMarried" NA NA
[5985] NA "Widowed" "Married" NA
[5989] "NeverMarried" "Widowed" "Widowed" "Widowed"
[5993] NA "LivePartner" "LivePartner" "Married"
[5997] "Married" "Divorced" "NeverMarried" "NeverMarried"
[6001] "LivePartner" NA "NeverMarried" "Married"
[6005] "Married" "Married" NA NA
[6009] "LivePartner" "Divorced" "Divorced" "NeverMarried"
[6013] "NeverMarried" NA "Married" "Married"
[6017] "Married" "Married" NA "LivePartner"
[6021] NA "NeverMarried" "Married" "Married"
[6025] "Married" NA "Married" NA
[6029] NA "Married" NA "Married"
[6033] "Married" "Divorced" NA "NeverMarried"
[6037] NA NA NA NA
[6041] NA NA NA NA
[6045] "Divorced" "Married" "Married" "LivePartner"
[6049] "Widowed" "Widowed" "LivePartner" "LivePartner"
[6053] "NeverMarried" NA "LivePartner" "LivePartner"
[6057] "LivePartner" "LivePartner" "Married" NA
[6061] "Married" "Married" "Married" "Married"
[6065] "Married" "LivePartner" "LivePartner" "Married"
[6069] NA NA "Married" "Widowed"
[6073] NA NA "Married" "Married"
[6077] NA "LivePartner" "NeverMarried" "NeverMarried"
[6081] "Married" "Married" "Married" "Married"
[6085] "Married" "NeverMarried" "NeverMarried" "NeverMarried"
[6089] "NeverMarried" "NeverMarried" "Married" NA
[6093] NA "NeverMarried" "Married" "Married"
[6097] "Married" "Married" "NeverMarried" NA
[6101] NA "Divorced" "Divorced" "LivePartner"
[6105] NA NA "Married" "LivePartner"
[6109] NA "Divorced" "Divorced" "LivePartner"
[6113] NA NA NA "Married"
[6117] "Married" NA NA NA
[6121] NA "Divorced" "Separated" "Widowed"
[6125] "Married" "Married" "Married" "Married"
[6129] "Married" "Married" "Married" "NeverMarried"
[6133] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[6137] NA NA "Married" "Married"
[6141] NA "Married" "LivePartner" "LivePartner"
[6145] "LivePartner" "NeverMarried" NA "Married"
[6149] NA "NeverMarried" NA "NeverMarried"
[6153] "NeverMarried" "NeverMarried" "Married" "NeverMarried"
[6157] "Divorced" NA "Married" "Divorced"
[6161] "Married" NA "Divorced" "NeverMarried"
[6165] "NeverMarried" "Married" "Separated" "Separated"
[6169] NA NA NA NA
[6173] "Divorced" "Divorced" "Divorced" "NeverMarried"
[6177] NA "Divorced" "Married" "Married"
[6181] "Married" "Widowed" "Widowed" "Married"
[6185] "Married" "Married" NA "NeverMarried"
[6189] NA "Married" "Married" "Married"
[6193] "Married" NA "Married" NA
[6197] NA "Married" "Married" "NeverMarried"
[6201] NA "Married" "NeverMarried" "LivePartner"
[6205] NA NA "NeverMarried" "Widowed"
[6209] NA "LivePartner" "LivePartner" "NeverMarried"
[6213] "Married" "Married" NA "LivePartner"
[6217] "LivePartner" "LivePartner" "LivePartner" "LivePartner"
[6221] "NeverMarried" "NeverMarried" "Married" "LivePartner"
[6225] "LivePartner" "Married" "Widowed" "Widowed"
[6229] "Married" "LivePartner" "LivePartner" "Divorced"
[6233] NA "Married" "LivePartner" "LivePartner"
[6237] "LivePartner" "LivePartner" "Married" "Married"
[6241] "Married" "Married" "Married" "Married"
[6245] NA "Married" "Married" NA
[6249] NA NA "Married" "Separated"
[6253] "Married" NA "Married" "Married"
[6257] "Married" NA "Widowed" "Married"
[6261] "Married" "Married" "Married" NA
[6265] "Married" "Married" NA "Married"
[6269] NA "Married" "LivePartner" "LivePartner"
[6273] "Married" "Married" "NeverMarried" "Married"
[6277] "Married" "Married" "LivePartner" "Widowed"
[6281] "Widowed" "Married" "NeverMarried" "Married"
[6285] "Married" "Married" "Married" "Married"
[6289] NA NA NA "NeverMarried"
[6293] "Married" NA NA "NeverMarried"
[6297] "Married" NA "Married" "Separated"
[6301] "Separated" "Married" "Married" "Married"
[6305] "Married" NA NA NA
[6309] "NeverMarried" "NeverMarried" NA NA
[6313] "Married" "Divorced" NA NA
[6317] NA "Married" "Married" "Married"
[6321] "Married" "Married" "Married" "LivePartner"
[6325] NA "Married" "Married" "Married"
[6329] "Married" "Married" NA NA
[6333] NA "Married" NA NA
[6337] "NeverMarried" "LivePartner" NA "LivePartner"
[6341] "LivePartner" "Married" "Married" "NeverMarried"
[6345] "Married" "Married" NA NA
[6349] NA NA "NeverMarried" "NeverMarried"
[6353] NA NA NA NA
[6357] NA "Married" "Married" "Married"
[6361] NA NA "NeverMarried" "NeverMarried"
[6365] "Married" "Married" "Married" NA
[6369] "Married" "Married" "Married" "Married"
[6373] "Married" NA NA NA
[6377] "Married" "Married" "Married" NA
[6381] "Married" "Married" NA NA
[6385] NA "NeverMarried" "Divorced" "Divorced"
[6389] "Married" "Married" "Married" "Married"
[6393] NA NA NA NA
[6397] NA NA NA NA
[6401] NA "Divorced" "Divorced" "Divorced"
[6405] "Divorced" "Married" "Married" "Married"
[6409] "Married" "Divorced" NA "Widowed"
[6413] NA "Widowed" "Widowed" "Married"
[6417] "Married" "Married" "Married" "Married"
[6421] "Married" "Married" NA "Married"
[6425] "Married" "Married" "Married" "Married"
[6429] "Married" "Married" NA "NeverMarried"
[6433] "NeverMarried" "NeverMarried" "NeverMarried" NA
[6437] NA NA NA NA
[6441] NA NA NA NA
[6445] NA "Married" "Married" "Married"
[6449] "NeverMarried" NA NA NA
[6453] NA "NeverMarried" "Married" "Married"
[6457] "Married" "Married" "Married" "Married"
[6461] "Married" NA NA "Married"
[6465] "Married" NA NA "Widowed"
[6469] NA "Married" NA NA
[6473] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[6477] "NeverMarried" "LivePartner" "Married" NA
[6481] NA NA NA NA
[6485] NA NA "NeverMarried" NA
[6489] "Married" "Married" "Widowed" "Widowed"
[6493] "Widowed" "Widowed" "Married" "Married"
[6497] NA "Married" "Married" NA
[6501] "Widowed" "NeverMarried" "NeverMarried" "NeverMarried"
[6505] "Married" "Married" "Married" "Married"
[6509] "Widowed" "NeverMarried" "NeverMarried" "NeverMarried"
[6513] "NeverMarried" NA "NeverMarried" NA
[6517] "Married" NA NA NA
[6521] NA NA NA "NeverMarried"
[6525] NA NA "NeverMarried" "NeverMarried"
[6529] "NeverMarried" "NeverMarried" "NeverMarried" "Divorced"
[6533] "Married" "Married" "Married" "Married"
[6537] "Married" "Married" "Married" "Married"
[6541] "NeverMarried" "Divorced" "Divorced" NA
[6545] "NeverMarried" "NeverMarried" "NeverMarried" "LivePartner"
[6549] NA "Married" "Married" "Married"
[6553] "Married" "Married" "NeverMarried" "NeverMarried"
[6557] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[6561] NA "Divorced" "NeverMarried" NA
[6565] NA "Married" "Married" "LivePartner"
[6569] NA NA "Divorced" "Divorced"
[6573] NA "Married" "Married" "NeverMarried"
[6577] "Widowed" NA "NeverMarried" "NeverMarried"
[6581] "NeverMarried" NA "Divorced" "LivePartner"
[6585] "LivePartner" "Widowed" NA "Married"
[6589] "Married" "NeverMarried" NA "NeverMarried"
[6593] NA "LivePartner" "LivePartner" "NeverMarried"
[6597] "Married" NA "Married" "Married"
[6601] "Married" "Married" "Married" "Married"
[6605] "Married" "LivePartner" NA "Married"
[6609] NA NA "LivePartner" "Divorced"
[6613] "Divorced" NA NA "Married"
[6617] "Widowed" "Widowed" "Widowed" "Widowed"
[6621] "Widowed" "NeverMarried" "NeverMarried" "NeverMarried"
[6625] "NeverMarried" "Married" "Married" "Married"
[6629] NA "Married" "Married" "Married"
[6633] "Married" "Married" "Married" "Married"
[6637] NA NA NA "Married"
[6641] "Married" "Married" NA NA
[6645] "Married" "Married" NA "Married"
[6649] "Married" "Married" "Married" "Married"
[6653] NA NA NA "NeverMarried"
[6657] "Widowed" "Widowed" "Married" NA
[6661] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[6665] "NeverMarried" "NeverMarried" "Married" NA
[6669] "Widowed" "Married" "Widowed" NA
[6673] NA NA NA "Divorced"
[6677] "NeverMarried" NA "Married" "Married"
[6681] NA NA NA NA
[6685] "Married" "Married" "Divorced" "Divorced"
[6689] "Divorced" "Divorced" "Divorced" NA
[6693] "Divorced" "Married" "NeverMarried" NA
[6697] NA NA NA NA
[6701] "Married" "Married" "NeverMarried" "Married"
[6705] NA "Married" "Married" "Married"
[6709] "Married" NA "Married" NA
[6713] "Widowed" "Divorced" NA NA
[6717] "NeverMarried" "NeverMarried" "NeverMarried" NA
[6721] NA NA NA NA
[6725] NA NA NA "NeverMarried"
[6729] "LivePartner" "NeverMarried" NA NA
[6733] NA NA NA "Separated"
[6737] "Separated" "LivePartner" "LivePartner" "LivePartner"
[6741] "LivePartner" "LivePartner" "Married" "Married"
[6745] NA NA NA "NeverMarried"
[6749] NA NA NA "Married"
[6753] "Married" "Married" "Married" NA
[6757] NA "Married" "NeverMarried" "NeverMarried"
[6761] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[6765] "NeverMarried" "NeverMarried" "NeverMarried" NA
[6769] NA "Widowed" "Widowed" "Married"
[6773] "Divorced" "NeverMarried" "NeverMarried" "Divorced"
[6777] "Divorced" "Divorced" "Married" "Married"
[6781] "Married" "Married" "Married" "Married"
[6785] "Married" "Married" "NeverMarried" NA
[6789] NA "NeverMarried" NA NA
[6793] NA NA NA "Divorced"
[6797] "NeverMarried" "Married" "Divorced" "Divorced"
[6801] NA NA "Married" "Married"
[6805] "Married" "Married" "Married" "Married"
[6809] NA NA NA NA
[6813] NA "Divorced" "Divorced" "Divorced"
[6817] "Divorced" "Divorced" "Divorced" "Separated"
[6821] "Widowed" "Widowed" NA NA
[6825] NA NA NA NA
[6829] NA "LivePartner" NA "NeverMarried"
[6833] NA NA "Widowed" "Married"
[6837] "Married" "Married" "Married" "LivePartner"
[6841] "NeverMarried" "Married" "Married" NA
[6845] NA NA NA NA
[6849] "Married" "Married" "LivePartner" "NeverMarried"
[6853] "NeverMarried" NA NA "Married"
[6857] "Married" "Married" "NeverMarried" "LivePartner"
[6861] "Married" "NeverMarried" "NeverMarried" "Divorced"
[6865] "Divorced" "NeverMarried" "Married" "NeverMarried"
[6869] "Married" "Married" "Married" "Married"
[6873] "Married" "Married" "Married" NA
[6877] NA NA NA NA
[6881] "Married" "Married" "Married" NA
[6885] NA "Widowed" "Separated" "NeverMarried"
[6889] NA NA "NeverMarried" "NeverMarried"
[6893] NA "Married" "Married" "NeverMarried"
[6897] "NeverMarried" NA NA "Divorced"
[6901] NA NA "Divorced" "LivePartner"
[6905] "LivePartner" "LivePartner" "LivePartner" "Married"
[6909] "Married" "Married" "NeverMarried" "NeverMarried"
[6913] "NeverMarried" "NeverMarried" "Widowed" "Widowed"
[6917] NA "Married" "NeverMarried" "LivePartner"
[6921] NA "Divorced" "Divorced" "Divorced"
[6925] "Married" "Married" "Married" "Married"
[6929] "Married" NA NA NA
[6933] NA NA NA NA
[6937] NA NA "Separated" "Married"
[6941] "NeverMarried" "Married" NA NA
[6945] NA "Married" "Married" NA
[6949] "Married" "NeverMarried" "NeverMarried" "NeverMarried"
[6953] "NeverMarried" "NeverMarried" "Married" "NeverMarried"
[6957] "NeverMarried" "NeverMarried" "Divorced" NA
[6961] "LivePartner" NA NA "Married"
[6965] "Married" NA NA NA
[6969] "Divorced" "Married" "Married" "Married"
[6973] "Married" "Married" "LivePartner" "Married"
[6977] "Married" "Married" "Married" "Married"
[6981] "Married" "Married" NA "LivePartner"
[6985] "Married" NA NA "Divorced"
[6989] "Divorced" "Divorced" "Divorced" "Married"
[6993] "Married" "Married" "NeverMarried" "Married"
[6997] NA "LivePartner" NA NA
[7001] "Married" "Widowed" "Married" "NeverMarried"
[7005] "NeverMarried" "Divorced" "Married" NA
[7009] "Married" "LivePartner" NA "NeverMarried"
[7013] "NeverMarried" NA "Married" "Married"
[7017] "Married" "Married" "Married" "Married"
[7021] "Married" "Married" "Married" NA
[7025] "NeverMarried" "NeverMarried" NA NA
[7029] "LivePartner" "Married" "Married" "Married"
[7033] "Married" "Married" "NeverMarried" NA
[7037] NA NA "Widowed" "Widowed"
[7041] "Married" NA "Married" "Married"
[7045] NA NA NA NA
[7049] "Married" "NeverMarried" "NeverMarried" "NeverMarried"
[7053] "NeverMarried" NA NA "Married"
[7057] "Married" "Married" "Married" "Married"
[7061] "Married" "Married" "Married" "Married"
[7065] NA "Divorced" "Divorced" "Divorced"
[7069] "Married" NA "Separated" NA
[7073] "Married" "Married" "Married" "Married"
[7077] "Married" "Widowed" "Widowed" "NeverMarried"
[7081] "NeverMarried" "NeverMarried" "Married" "Married"
[7085] "Widowed" "Separated" "LivePartner" "NeverMarried"
[7089] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[7093] "Married" "Married" NA "NeverMarried"
[7097] "NeverMarried" NA NA "Married"
[7101] "Married" "Married" "Married" NA
[7105] "Married" "Married" "Married" "NeverMarried"
[7109] "NeverMarried" "NeverMarried" "Married" "Married"
[7113] "NeverMarried" "Married" "Widowed" "Widowed"
[7117] "Divorced" "Divorced" "Divorced" "LivePartner"
[7121] "LivePartner" "LivePartner" "LivePartner" "LivePartner"
[7125] "LivePartner" "LivePartner" NA "Married"
[7129] "NeverMarried" "NeverMarried" "NeverMarried" NA
[7133] "Married" "Divorced" "Divorced" "Divorced"
[7137] "Divorced" "Married" "Married" "Married"
[7141] NA NA "Married" "LivePartner"
[7145] "Married" "Married" "Married" "Married"
[7149] NA "Married" NA NA
[7153] "Separated" "Divorced" "Divorced" NA
[7157] NA "Married" "Married" "Married"
[7161] "Divorced" NA "Widowed" "Married"
[7165] NA "NeverMarried" "LivePartner" NA
[7169] "LivePartner" "LivePartner" "Married" "Married"
[7173] NA "Married" "Married" "Married"
[7177] "Married" "Married" "Married" "Married"
[7181] NA NA NA "LivePartner"
[7185] NA "Divorced" "NeverMarried" "NeverMarried"
[7189] "NeverMarried" "NeverMarried" "Married" "Married"
[7193] "NeverMarried" "LivePartner" NA "NeverMarried"
[7197] "Married" NA NA "Married"
[7201] "Married" "Married" "NeverMarried" "NeverMarried"
[7205] "NeverMarried" "Married" "Divorced" NA
[7209] NA NA "NeverMarried" NA
[7213] "Divorced" NA NA "Married"
[7217] NA NA "NeverMarried" "NeverMarried"
[7221] NA NA "Divorced" "Married"
[7225] "Married" "Widowed" NA "Married"
[7229] "Married" "Married" "Divorced" "Divorced"
[7233] "Divorced" "Divorced" "Married" "Married"
[7237] "Married" "Married" "Married" "Married"
[7241] "Married" "Married" "Married" "Married"
[7245] "Married" "Married" "Married" "Married"
[7249] "Married" "Married" "Married" "Married"
[7253] "Married" "Married" "Divorced" "Divorced"
[7257] NA "Divorced" "Divorced" "Divorced"
[7261] "Divorced" "Married" "Married" "Married"
[7265] "Married" "Married" "Married" NA
[7269] "NeverMarried" "NeverMarried" "Married" "Married"
[7273] "Married" "Married" "Married" NA
[7277] NA "Separated" "LivePartner" "LivePartner"
[7281] "Divorced" "Married" "Married" "Married"
[7285] "Married" "Married" "Married" "Married"
[7289] "Married" "Married" "Married" "Married"
[7293] "Married" "Married" NA "Married"
[7297] "Married" "Married" "Widowed" NA
[7301] NA NA NA NA
[7305] NA "Married" NA NA
[7309] "Married" "Married" "Married" "Married"
[7313] "Divorced" "NeverMarried" "NeverMarried" "NeverMarried"
[7317] "NeverMarried" "Married" "Married" NA
[7321] NA "LivePartner" "LivePartner" "LivePartner"
[7325] "NeverMarried" NA NA NA
[7329] NA "NeverMarried" "Married" "Married"
[7333] NA NA NA "Married"
[7337] "Divorced" NA "Married" "Married"
[7341] "Married" "Married" "Married" "Married"
[7345] "Married" "Married" NA "NeverMarried"
[7349] "Married" NA "Divorced" NA
[7353] "Married" "Married" "LivePartner" NA
[7357] NA NA "Married" NA
[7361] NA NA "LivePartner" "Married"
[7365] "LivePartner" "NeverMarried" "Married" "Married"
[7369] NA NA "LivePartner" "NeverMarried"
[7373] "Widowed" "Widowed" "Widowed" "Married"
[7377] NA NA "Married" "Married"
[7381] "Married" "Married" "Married" "Married"
[7385] "NeverMarried" NA NA NA
[7389] NA NA "Married" "Married"
[7393] "Married" "Married" "Widowed" NA
[7397] "NeverMarried" NA NA NA
[7401] "Married" "Married" "Married" "Married"
[7405] "Married" "Married" "Married" "Married"
[7409] "NeverMarried" "Married" "NeverMarried" "NeverMarried"
[7413] "NeverMarried" "Married" NA NA
[7417] NA "Married" "Married" "Married"
[7421] "NeverMarried" "Married" "Married" "Married"
[7425] "Married" NA "Married" "NeverMarried"
[7429] "Married" "Married" "NeverMarried" NA
[7433] "Married" NA "Married" "Married"
[7437] NA NA "Married" "Married"
[7441] "Married" "Married" "Married" "Married"
[7445] "Married" "Married" "Married" "NeverMarried"
[7449] "NeverMarried" "Married" "Married" "Married"
[7453] "Married" "Married" "Married" "Married"
[7457] "Married" "NeverMarried" NA "NeverMarried"
[7461] "NeverMarried" "NeverMarried" "NeverMarried" NA
[7465] NA "Married" NA NA
[7469] "Married" "Married" "Married" "Widowed"
[7473] "NeverMarried" "NeverMarried" NA "Married"
[7477] "Married" "NeverMarried" "Married" "Divorced"
[7481] "Divorced" NA "LivePartner" "LivePartner"
[7485] "LivePartner" NA "NeverMarried" NA
[7489] NA "Married" NA "Married"
[7493] NA NA NA NA
[7497] NA NA "Married" "Married"
[7501] "Married" NA "Divorced" "Divorced"
[7505] "Married" "Married" "Married" "Separated"
[7509] "Married" "Married" NA NA
[7513] "Married" "Married" "NeverMarried" NA
[7517] NA NA NA NA
[7521] NA NA "NeverMarried" "NeverMarried"
[7525] "NeverMarried" NA "LivePartner" "Widowed"
[7529] "NeverMarried" "NeverMarried" "LivePartner" "LivePartner"
[7533] NA NA NA NA
[7537] NA "Married" "Separated" "LivePartner"
[7541] "LivePartner" "Divorced" "Divorced" "Divorced"
[7545] "Divorced" "Divorced" "LivePartner" "LivePartner"
[7549] "Married" "NeverMarried" "NeverMarried" "Married"
[7553] "Married" "NeverMarried" "NeverMarried" "Married"
[7557] "Married" "Married" "NeverMarried" NA
[7561] NA "NeverMarried" NA NA
[7565] NA NA NA "NeverMarried"
[7569] NA NA "Married" "LivePartner"
[7573] "Married" "Married" "Married" "Married"
[7577] "Married" "Married" "Married" "Married"
[7581] "NeverMarried" "NeverMarried" NA "NeverMarried"
[7585] NA NA NA "NeverMarried"
[7589] "LivePartner" "Married" "NeverMarried" "NeverMarried"
[7593] "NeverMarried" "Married" "LivePartner" NA
[7597] NA NA NA NA
[7601] "NeverMarried" "NeverMarried" NA "Married"
[7605] NA "Married" "Married" "NeverMarried"
[7609] NA "Widowed" "Widowed" NA
[7613] NA "Married" "Widowed" "Widowed"
[7617] "NeverMarried" "NeverMarried" NA "Married"
[7621] "Married" NA NA "Divorced"
[7625] NA "Married" NA "NeverMarried"
[7629] "Married" "Married" "Married" "Married"
[7633] "Married" "Married" "Married" "Divorced"
[7637] "Married" "NeverMarried" "Married" NA
[7641] NA "LivePartner" "LivePartner" "NeverMarried"
[7645] "Married" "Married" "Divorced" "Married"
[7649] NA "LivePartner" "LivePartner" "Married"
[7653] "Married" "Married" "Married" "Separated"
[7657] "NeverMarried" NA NA "Married"
[7661] "NeverMarried" "NeverMarried" NA NA
[7665] NA "NeverMarried" "NeverMarried" "Widowed"
[7669] "Divorced" "Divorced" "Married" "Married"
[7673] "Married" NA NA NA
[7677] "Married" "Married" "Married" "Separated"
[7681] "Separated" "LivePartner" "Married" "Married"
[7685] "Married" "Married" NA "Divorced"
[7689] "Divorced" "NeverMarried" "Married" "NeverMarried"
[7693] "Married" "Married" NA NA
[7697] "Married" "Married" "NeverMarried" "NeverMarried"
[7701] "NeverMarried" "Married" "NeverMarried" "NeverMarried"
[7705] "NeverMarried" "NeverMarried" "NeverMarried" "Divorced"
[7709] "Divorced" "Married" "Married" "Married"
[7713] "Widowed" "Widowed" NA "Married"
[7717] "Married" "Married" "NeverMarried" "Separated"
[7721] "Separated" "Separated" NA "Married"
[7725] NA "Widowed" NA NA
[7729] "Widowed" "Married" NA "Married"
[7733] "Married" "Married" "NeverMarried" "NeverMarried"
[7737] "NeverMarried" "NeverMarried" "NeverMarried" "Married"
[7741] "Married" "Married" "NeverMarried" "Married"
[7745] "NeverMarried" "NeverMarried" "Married" "Divorced"
[7749] "Divorced" "Divorced" "LivePartner" "LivePartner"
[7753] NA NA NA "Separated"
[7757] "Married" "Married" "Widowed" NA
[7761] "Married" "Married" "Married" "Married"
[7765] "Married" "Married" NA NA
[7769] "Separated" "LivePartner" "LivePartner" NA
[7773] NA "Married" NA "NeverMarried"
[7777] "Widowed" NA "Widowed" NA
[7781] NA NA NA "Married"
[7785] "NeverMarried" "Widowed" NA "LivePartner"
[7789] "Married" "NeverMarried" "NeverMarried" "LivePartner"
[7793] "LivePartner" "LivePartner" NA "Married"
[7797] "Married" "Married" "Divorced" "Married"
[7801] NA "NeverMarried" "NeverMarried" "NeverMarried"
[7805] NA "NeverMarried" "Married" "Married"
[7809] "Married" "Separated" "Separated" "Divorced"
[7813] "Divorced" "Divorced" "Divorced" "Widowed"
[7817] NA NA "NeverMarried" NA
[7821] NA "Married" "LivePartner" NA
[7825] NA "Married" "Married" "Married"
[7829] NA NA "Married" "Married"
[7833] "Widowed" "Married" "Married" "NeverMarried"
[7837] "Married" "Married" NA NA
[7841] NA "Married" "Married" "Married"
[7845] NA "Divorced" NA "NeverMarried"
[7849] NA "Married" NA "NeverMarried"
[7853] "NeverMarried" "Married" NA NA
[7857] NA "Married" "Married" "Married"
[7861] "Married" "Married" "Married" "Married"
[7865] "Married" "Married" "Married" "NeverMarried"
[7869] "NeverMarried" NA "Married" "Married"
[7873] NA NA NA NA
[7877] NA "Divorced" "Divorced" "Widowed"
[7881] "Widowed" "Separated" NA "Married"
[7885] "Married" "Married" "NeverMarried" "NeverMarried"
[7889] "NeverMarried" "NeverMarried" "Married" "Divorced"
[7893] "Divorced" "Divorced" "Married" "Married"
[7897] NA NA NA NA
[7901] NA "NeverMarried" "NeverMarried" "NeverMarried"
[7905] "NeverMarried" "Married" "Married" "Married"
[7909] "Married" NA "Married" "Married"
[7913] NA "Married" "Married" NA
[7917] "Married" NA "NeverMarried" "NeverMarried"
[7921] "NeverMarried" "NeverMarried" "Married" NA
[7925] "Married" "Married" "Separated" NA
[7929] "Married" "Married" "Married" "Married"
[7933] NA NA "Married" "Divorced"
[7937] "Divorced" "Divorced" "Married" "Married"
[7941] NA NA NA NA
[7945] NA NA "Married" NA
[7949] "NeverMarried" NA NA NA
[7953] "Divorced" "Divorced" NA "Widowed"
[7957] "Divorced" "Divorced" "Married" "Married"
[7961] "Married" "NeverMarried" "NeverMarried" "NeverMarried"
[7965] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[7969] "NeverMarried" NA NA NA
[7973] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[7977] "NeverMarried" "Married" NA NA
[7981] "Married" "NeverMarried" "Widowed" NA
[7985] NA "Married" "Married" "Married"
[7989] "NeverMarried" "NeverMarried" "NeverMarried" NA
[7993] "NeverMarried" "NeverMarried" "Widowed" "Widowed"
[7997] "Widowed" "Widowed" "Widowed" "Widowed"
[8001] NA "NeverMarried" "Married" "Married"
[8005] "Divorced" NA NA "Married"
[8009] "Married" "Married" "Married" NA
[8013] "Married" "LivePartner" "NeverMarried" "NeverMarried"
[8017] "Married" "Married" "Married" "Married"
[8021] "Married" "Married" "Married" "Married"
[8025] "Married" "Married" NA "Married"
[8029] "Married" NA NA NA
[8033] "Widowed" "Married" "NeverMarried" "NeverMarried"
[8037] "Married" "Married" NA NA
[8041] "Married" "NeverMarried" "NeverMarried" NA
[8045] NA "Married" "Married" "Married"
[8049] NA NA NA "Separated"
[8053] NA "Married" "Married" "Married"
[8057] "Married" "Married" NA NA
[8061] NA "Married" "Married" "Married"
[8065] "Married" "Divorced" "NeverMarried" "NeverMarried"
[8069] NA NA "Married" "Married"
[8073] "Married" "Married" NA NA
[8077] "Widowed" NA NA "Married"
[8081] "Married" "NeverMarried" NA "Married"
[8085] NA NA NA "Married"
[8089] "NeverMarried" "Married" "Married" "Married"
[8093] "Married" "Married" "Married" NA
[8097] NA NA "Married" "Married"
[8101] "Married" "LivePartner" "LivePartner" "LivePartner"
[8105] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[8109] "NeverMarried" NA "NeverMarried" NA
[8113] "Married" "Married" "Married" NA
[8117] NA NA NA "Married"
[8121] "Married" "Married" "Married" "Married"
[8125] NA NA NA "Married"
[8129] "Divorced" "Divorced" "Divorced" "Divorced"
[8133] "Divorced" NA NA NA
[8137] "Married" NA "Widowed" "Married"
[8141] NA NA NA "Married"
[8145] NA "Married" "Divorced" "Married"
[8149] NA NA NA "NeverMarried"
[8153] "NeverMarried" "Widowed" "Widowed" "Widowed"
[8157] "Married" "Married" "Divorced" NA
[8161] NA "Separated" "Married" NA
[8165] "Married" NA NA NA
[8169] "NeverMarried" NA NA NA
[8173] NA NA "Married" NA
[8177] "Widowed" "Widowed" "Married" "Married"
[8181] "Married" "Married" "Married" "Married"
[8185] NA NA NA "NeverMarried"
[8189] "LivePartner" "LivePartner" "LivePartner" "LivePartner"
[8193] NA "LivePartner" "LivePartner" "Married"
[8197] "Married" "Married" "Married" "Married"
[8201] "Divorced" "Divorced" "Divorced" "NeverMarried"
[8205] "NeverMarried" "Married" NA "Married"
[8209] "Divorced" "Divorced" "Married" "Married"
[8213] "Married" "Married" "Married" NA
[8217] NA "NeverMarried" "NeverMarried" "Married"
[8221] "Married" "Married" NA NA
[8225] NA NA "Widowed" NA
[8229] "Married" "Married" "Married" "Divorced"
[8233] "Divorced" "Divorced" "Divorced" "Married"
[8237] "Married" "Married" "Married" "Married"
[8241] "Married" "Married" "Married" "Married"
[8245] NA "NeverMarried" "NeverMarried" "NeverMarried"
[8249] "NeverMarried" "NeverMarried" NA NA
[8253] "Married" NA NA NA
[8257] NA "Married" NA NA
[8261] "Divorced" "Divorced" "Divorced" "Divorced"
[8265] "Divorced" "Widowed" NA NA
[8269] "NeverMarried" "Widowed" "Divorced" "Divorced"
[8273] "Divorced" "Divorced" NA NA
[8277] "NeverMarried" "Married" "Married" "NeverMarried"
[8281] "Divorced" "Married" "Married" "Married"
[8285] "Married" "Divorced" "Divorced" "Married"
[8289] NA NA NA NA
[8293] "Married" "Married" "LivePartner" "LivePartner"
[8297] NA NA NA NA
[8301] NA "Widowed" "Widowed" NA
[8305] "Married" "Widowed" "Widowed" "Widowed"
[8309] "Widowed" "Widowed" "Married" "Married"
[8313] "Married" "Married" "NeverMarried" "NeverMarried"
[8317] "Married" "Married" "Married" NA
[8321] "Married" "Married" "Married" "Married"
[8325] "Married" "Married" "Married" "Married"
[8329] NA NA NA NA
[8333] "Married" "Married" NA "NeverMarried"
[8337] "NeverMarried" NA NA NA
[8341] "Married" NA NA "Divorced"
[8345] "Divorced" NA "Married" "Married"
[8349] "Separated" "Married" "Married" "Married"
[8353] "Married" "Married" "LivePartner" "Married"
[8357] NA "Married" NA NA
[8361] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[8365] "NeverMarried" NA "Married" "Married"
[8369] "Married" "Married" "Married" "Married"
[8373] "Married" "Married" "Married" "Married"
[8377] "Married" "NeverMarried" "NeverMarried" "NeverMarried"
[8381] "NeverMarried" "Divorced" "Divorced" NA
[8385] "Married" "Married" NA "Married"
[8389] "Married" "Married" "Married" "Married"
[8393] "Married" "LivePartner" "LivePartner" "LivePartner"
[8397] "LivePartner" "LivePartner" "LivePartner" "NeverMarried"
[8401] "Divorced" "LivePartner" "LivePartner" "Married"
[8405] "NeverMarried" NA NA NA
[8409] NA "Married" "Married" "Married"
[8413] NA "Separated" "Married" "Married"
[8417] NA "Divorced" NA NA
[8421] "Divorced" "Married" NA NA
[8425] "Married" "Married" NA "NeverMarried"
[8429] "Married" "Married" "Married" NA
[8433] "Married" "NeverMarried" "NeverMarried" NA
[8437] "NeverMarried" NA NA NA
[8441] NA NA NA "Married"
[8445] NA NA NA "Married"
[8449] "Married" "Married" "Married" "Married"
[8453] "Married" "NeverMarried" "Married" "Married"
[8457] "Married" "Married" "Married" NA
[8461] "NeverMarried" "Married" NA NA
[8465] "Married" "Married" "NeverMarried" "LivePartner"
[8469] "LivePartner" "LivePartner" NA "Married"
[8473] "Married" "Married" "Married" "Married"
[8477] "Married" "Married" "Married" "Married"
[8481] "Married" "NeverMarried" NA "Separated"
[8485] "NeverMarried" "Widowed" "Married" "LivePartner"
[8489] "Widowed" "Divorced" "Divorced" NA
[8493] "Married" "Married" "Married" "Married"
[8497] "NeverMarried" "LivePartner" NA "Married"
[8501] "Married" "Married" "Married" "Married"
[8505] "Married" "Married" "Married" NA
[8509] "Married" "Married" "Married" "Divorced"
[8513] "Married" "Married" "Married" NA
[8517] "LivePartner" "Married" "Married" "Married"
[8521] NA "Divorced" NA "Married"
[8525] "Married" "Married" "Married" "Married"
[8529] "Married" "Married" "LivePartner" "LivePartner"
[8533] "Married" NA NA NA
[8537] NA NA "NeverMarried" "NeverMarried"
[8541] "NeverMarried" NA "NeverMarried" NA
[8545] "Married" NA "Divorced" "Married"
[8549] "Separated" "Separated" NA NA
[8553] NA "Divorced" "Married" NA
[8557] NA "Married" "Married" NA
[8561] "Married" "Married" NA NA
[8565] NA NA "LivePartner" "Married"
[8569] NA NA NA "Married"
[8573] "Married" "Married" NA "Divorced"
[8577] "Married" "Married" "Married" "Married"
[8581] NA NA NA "NeverMarried"
[8585] "NeverMarried" NA "Widowed" "Widowed"
[8589] "Married" "Married" "NeverMarried" "NeverMarried"
[8593] "NeverMarried" NA NA NA
[8597] NA "NeverMarried" NA "Separated"
[8601] NA NA NA "NeverMarried"
[8605] NA "Married" NA NA
[8609] "Married" "Married" "Married" "Married"
[8613] "Married" "Divorced" "Divorced" NA
[8617] "Married" "NeverMarried" NA NA
[8621] "Married" NA "Married" "Married"
[8625] "Married" "Married" NA "Divorced"
[8629] "Divorced" "NeverMarried" "NeverMarried" "Married"
[8633] NA NA NA NA
[8637] NA "Married" "Divorced" NA
[8641] NA "Married" "Married" "Married"
[8645] "Married" "LivePartner" NA "Divorced"
[8649] "NeverMarried" "Married" "Divorced" "NeverMarried"
[8653] NA "NeverMarried" "NeverMarried" "Married"
[8657] "Married" "Married" "Married" NA
[8661] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[8665] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[8669] "NeverMarried" NA NA NA
[8673] "NeverMarried" "LivePartner" "Married" "Married"
[8677] "Married" "Married" "NeverMarried" "NeverMarried"
[8681] "Divorced" "Divorced" "Married" NA
[8685] "Married" "Married" NA NA
[8689] NA NA NA "Married"
[8693] "Married" "Married" "LivePartner" "Married"
[8697] "Married" "Married" "Married" "Divorced"
[8701] "Married" "Married" "Married" "Married"
[8705] "NeverMarried" NA "NeverMarried" "Married"
[8709] "Married" "Married" "Married" NA
[8713] "Married" "Married" "Married" "Married"
[8717] "Widowed" "Married" "Separated" "Separated"
[8721] "Separated" "Divorced" "Divorced" "Divorced"
[8725] "Divorced" "Married" "Married" NA
[8729] "Divorced" "Divorced" "NeverMarried" NA
[8733] NA NA NA "Married"
[8737] "Married" "Married" "Married" NA
[8741] NA NA NA "NeverMarried"
[8745] "NeverMarried" "NeverMarried" "NeverMarried" "Divorced"
[8749] "LivePartner" "Married" NA "Married"
[8753] "NeverMarried" "NeverMarried" "NeverMarried" "Married"
[8757] "Married" "Divorced" "Divorced" "Divorced"
[8761] "Divorced" NA NA NA
[8765] "LivePartner" "Married" "Married" "Married"
[8769] "Married" "Married" "Married" NA
[8773] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[8777] "NeverMarried" NA "Married" "Married"
[8781] NA "Married" "Married" "Married"
[8785] "Married" "Separated" "Widowed" NA
[8789] NA "Married" NA "Married"
[8793] NA "NeverMarried" "Married" "Divorced"
[8797] NA "Married" NA "Married"
[8801] "Married" "Divorced" "Married" "Married"
[8805] "Married" "Married" "Married" "Married"
[8809] "Married" "Married" "Married" "Married"
[8813] "Married" "Married" "Married" NA
[8817] NA "Married" "Married" NA
[8821] "Divorced" "Divorced" "Divorced" "Divorced"
[8825] "Divorced" NA "NeverMarried" "NeverMarried"
[8829] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[8833] "NeverMarried" "NeverMarried" "Married" "Married"
[8837] NA "LivePartner" "LivePartner" "Married"
[8841] "NeverMarried" "NeverMarried" "Married" NA
[8845] NA NA "Married" "Married"
[8849] "Married" "Separated" "Widowed" "Widowed"
[8853] NA "Widowed" NA NA
[8857] "Married" "Married" "Married" "Separated"
[8861] NA NA "Separated" "Divorced"
[8865] "Divorced" "Divorced" "NeverMarried" "Divorced"
[8869] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[8873] "LivePartner" "LivePartner" "Married" "Married"
[8877] "Married" NA NA "NeverMarried"
[8881] "NeverMarried" "Married" "Married" "NeverMarried"
[8885] "Married" "Married" "Married" NA
[8889] NA NA "Married" NA
[8893] NA "NeverMarried" "NeverMarried" "NeverMarried"
[8897] "NeverMarried" NA "Divorced" "Married"
[8901] "Married" "Married" "Married" "Married"
[8905] "Widowed" "Widowed" NA NA
[8909] "Divorced" "Divorced" NA NA
[8913] NA NA "NeverMarried" "Widowed"
[8917] NA NA NA "NeverMarried"
[8921] "NeverMarried" "Separated" "Married" "Widowed"
[8925] "Married" "Divorced" "Married" "Married"
[8929] "Married" "Married" "Married" NA
[8933] "Separated" "Widowed" "Widowed" "Widowed"
[8937] NA "Married" NA "Married"
[8941] "Married" "Married" NA "Married"
[8945] "Married" "Married" "Married" "Married"
[8949] "Married" "Married" "Married" "Married"
[8953] NA "Widowed" "Married" "LivePartner"
[8957] "LivePartner" "Married" NA "LivePartner"
[8961] NA "Married" "Married" "LivePartner"
[8965] NA "NeverMarried" "NeverMarried" "NeverMarried"
[8969] NA NA "NeverMarried" "NeverMarried"
[8973] "NeverMarried" "NeverMarried" "NeverMarried" "Married"
[8977] NA "NeverMarried" "NeverMarried" "NeverMarried"
[8981] "Married" "Married" "NeverMarried" "NeverMarried"
[8985] NA "Married" "Married" "Married"
[8989] "Married" "Married" "NeverMarried" "Married"
[8993] "Married" "Married" "Married" "Married"
[8997] "Married" "Married" NA NA
[9001] NA NA NA "Separated"
[9005] "Married" "Married" "Married" "NeverMarried"
[9009] "Married" NA NA NA
[9013] NA NA NA NA
[9017] NA "NeverMarried" NA "Married"
[9021] "Married" "Married" "NeverMarried" "NeverMarried"
[9025] "Divorced" NA NA NA
[9029] "Divorced" "Divorced" "Divorced" "Divorced"
[9033] "Married" "NeverMarried" "NeverMarried" "NeverMarried"
[9037] NA NA "Married" "Married"
[9041] NA NA NA "NeverMarried"
[9045] NA "Married" "Married" NA
[9049] NA NA "Married" "Married"
[9053] "Separated" "LivePartner" "NeverMarried" "Divorced"
[9057] "Divorced" "Divorced" "LivePartner" NA
[9061] NA NA "Married" "Married"
[9065] NA NA NA "NeverMarried"
[9069] "NeverMarried" "NeverMarried" "Widowed" NA
[9073] NA NA NA "Widowed"
[9077] NA NA NA NA
[9081] "Married" NA NA NA
[9085] "Married" "Married" "Married" "Married"
[9089] NA "NeverMarried" "NeverMarried" "NeverMarried"
[9093] "Married" "Married" "Married" NA
[9097] "Widowed" "Widowed" "Widowed" "Widowed"
[9101] "Widowed" NA NA "NeverMarried"
[9105] "Widowed" "Widowed" "Widowed" "Married"
[9109] "Married" NA NA "Married"
[9113] "Married" "Married" "Married" "Married"
[9117] "NeverMarried" "NeverMarried" "NeverMarried" "LivePartner"
[9121] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[9125] NA NA "Divorced" "NeverMarried"
[9129] "NeverMarried" NA "Married" "Married"
[9133] "Married" "Divorced" "Divorced" "Divorced"
[9137] NA "Married" "Married" "NeverMarried"
[9141] "Married" NA "NeverMarried" NA
[9145] NA NA NA NA
[9149] "Married" "Married" NA "Married"
[9153] "Married" "Married" NA "NeverMarried"
[9157] NA "Married" "NeverMarried" "Widowed"
[9161] "Widowed" "Widowed" "Widowed" "NeverMarried"
[9165] "Married" "Married" "Married" "Married"
[9169] "Divorced" "Divorced" "NeverMarried" "NeverMarried"
[9173] NA "NeverMarried" NA NA
[9177] "Married" "Married" "Married" "NeverMarried"
[9181] "NeverMarried" "Widowed" "Widowed" NA
[9185] NA NA NA NA
[9189] NA NA NA NA
[9193] "NeverMarried" "Separated" "Married" NA
[9197] NA "Widowed" NA "Widowed"
[9201] "Separated" "NeverMarried" "Divorced" "Divorced"
[9205] "Divorced" "Married" "Married" "Married"
[9209] "Married" "NeverMarried" NA NA
[9213] NA NA "Married" "Divorced"
[9217] "Divorced" "NeverMarried" "NeverMarried" NA
[9221] "Married" "LivePartner" "LivePartner" "LivePartner"
[9225] "LivePartner" "Widowed" "Divorced" "LivePartner"
[9229] "LivePartner" "LivePartner" "Married" "Divorced"
[9233] "Divorced" "Married" "Married" "Married"
[9237] "Married" "Married" "NeverMarried" "Married"
[9241] "Married" "Married" NA NA
[9245] NA NA "Married" "Married"
[9249] "Married" "Married" "Separated" "NeverMarried"
[9253] "NeverMarried" NA NA NA
[9257] "LivePartner" NA "Married" "Married"
[9261] "Married" "Married" "NeverMarried" "NeverMarried"
[9265] "NeverMarried" "NeverMarried" "Married" "NeverMarried"
[9269] "Married" "Married" "Married" "LivePartner"
[9273] NA "Married" "Divorced" "LivePartner"
[9277] "Married" "NeverMarried" NA NA
[9281] NA NA "Divorced" "NeverMarried"
[9285] "Separated" "Married" "NeverMarried" NA
[9289] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[9293] NA NA NA NA
[9297] NA "Married" "Married" "Married"
[9301] "Married" "Married" "Married" NA
[9305] NA "Married" "Married" "LivePartner"
[9309] "LivePartner" "LivePartner" "LivePartner" NA
[9313] NA NA "Married" "Married"
[9317] "Married" "Separated" "Widowed" "Married"
[9321] "Married" "Married" "Married" NA
[9325] "Married" "LivePartner" "LivePartner" "LivePartner"
[9329] NA "Married" "Married" "Married"
[9333] "Married" NA NA "NeverMarried"
[9337] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[9341] "NeverMarried" "LivePartner" "LivePartner" "LivePartner"
[9345] NA NA "Married" NA
[9349] "Married" NA NA NA
[9353] NA "Married" "Married" "Divorced"
[9357] NA NA NA NA
[9361] "NeverMarried" "NeverMarried" "Widowed" NA
[9365] NA "NeverMarried" "Widowed" "Widowed"
[9369] "Married" "Married" "Married" "Married"
[9373] "Married" "Married" "Married" NA
[9377] "Married" "Married" NA NA
[9381] "Married" "Married" "Married" NA
[9385] "NeverMarried" "NeverMarried" "Married" "Separated"
[9389] "NeverMarried" NA "Separated" "LivePartner"
[9393] NA NA NA "Married"
[9397] "Married" "Married" "Married" "NeverMarried"
[9401] "NeverMarried" "NeverMarried" "Married" "Widowed"
[9405] "Widowed" NA "NeverMarried" "Married"
[9409] "Married" NA NA NA
[9413] NA NA "Married" "Married"
[9417] "Married" "Married" "Married" "Married"
[9421] "Married" "Married" "Married" "Married"
[9425] "Married" "Married" "Married" "Married"
[9429] "Married" "Married" "LivePartner" "Married"
[9433] NA "Married" "Divorced" "NeverMarried"
[9437] "NeverMarried" NA NA NA
[9441] "Married" "Married" "Divorced" "Divorced"
[9445] "Divorced" "Divorced" "LivePartner" "LivePartner"
[9449] "LivePartner" "LivePartner" NA "Married"
[9453] "Married" "Married" "Married" "Married"
[9457] NA NA NA NA
[9461] NA NA NA "NeverMarried"
[9465] "Married" "Married" NA NA
[9469] NA "Married" "Married" "Divorced"
[9473] "Married" "Married" "Married" "Married"
[9477] "LivePartner" "Married" "Married" "Married"
[9481] "Married" NA NA "NeverMarried"
[9485] "NeverMarried" "Married" NA NA
[9489] "Married" "Married" "Married" "Married"
[9493] "Divorced" "Divorced" "Divorced" "Married"
[9497] "Married" "Married" "Widowed" NA
[9501] NA NA NA NA
[9505] "Married" "Married" "Married" "Married"
[9509] "Divorced" "Divorced" "LivePartner" "Married"
[9513] "Divorced" NA NA "Married"
[9517] "Married" "Married" "LivePartner" "NeverMarried"
[9521] "NeverMarried" NA "Divorced" "Divorced"
[9525] "Married" "Married" "Married" "Married"
[9529] "Married" NA NA NA
[9533] NA "Married" "Married" "Married"
[9537] "Married" "Married" "Married" "Married"
[9541] "Married" "Married" "NeverMarried" NA
[9545] NA "Married" "Married" "Married"
[9549] "NeverMarried" "Married" "Married" "Married"
[9553] "NeverMarried" "NeverMarried" NA NA
[9557] "Widowed" "NeverMarried" "Married" "Married"
[9561] "Married" "Married" "Married" "Married"
[9565] NA "Separated" "Married" "Married"
[9569] "Married" "Married" "Separated" "Separated"
[9573] "NeverMarried" "NeverMarried" NA "Divorced"
[9577] "LivePartner" "LivePartner" "LivePartner" "LivePartner"
[9581] "Widowed" "LivePartner" "LivePartner" "Married"
[9585] "Married" "Married" "Separated" NA
[9589] "Married" "Married" "Married" "Married"
[9593] "NeverMarried" "Married" "LivePartner" "LivePartner"
[9597] "LivePartner" "LivePartner" "LivePartner" "LivePartner"
[9601] "Divorced" "Divorced" "Divorced" "Divorced"
[9605] "NeverMarried" NA "NeverMarried" "NeverMarried"
[9609] "Married" "Married" "Married" "Married"
[9613] NA "Married" NA "Married"
[9617] "Married" "Married" "NeverMarried" NA
[9621] NA "Married" NA "NeverMarried"
[9625] "Married" "NeverMarried" "NeverMarried" NA
[9629] NA NA "NeverMarried" "NeverMarried"
[9633] "Married" "Married" "NeverMarried" "NeverMarried"
[9637] "Married" "Married" NA NA
[9641] NA "Married" "Married" "Married"
[9645] "Married" "Married" "Married" NA
[9649] "Married" "Married" "Married" "Married"
[9653] NA NA "Married" NA
[9657] "NeverMarried" "Widowed" "Widowed" "LivePartner"
[9661] NA "NeverMarried" "NeverMarried" "NeverMarried"
[9665] NA NA "NeverMarried" "NeverMarried"
[9669] "NeverMarried" NA NA "Divorced"
[9673] "Widowed" "Widowed" "Divorced" "Divorced"
[9677] "Divorced" "Divorced" "Divorced" NA
[9681] NA "Divorced" "Married" "Married"
[9685] "Married" "Married" NA "Married"
[9689] "Married" "Married" "LivePartner" "Married"
[9693] "LivePartner" "Married" "Married" "Married"
[9697] "Separated" "Separated" "Separated" "Separated"
[9701] "NeverMarried" "NeverMarried" "LivePartner" "LivePartner"
[9705] "LivePartner" NA "NeverMarried" "NeverMarried"
[9709] "Married" "Married" "Divorced" "Divorced"
[9713] "Divorced" "Divorced" "Divorced" "Divorced"
[9717] "Widowed" "Married" "Married" "Married"
[9721] "Married" "Married" "Married" NA
[9725] NA "Married" NA NA
[9729] NA "Divorced" "Divorced" "LivePartner"
[9733] "NeverMarried" "Married" "Married" "Married"
[9737] "Married" "Married" "Divorced" "NeverMarried"
[9741] "NeverMarried" "NeverMarried" "Married" "Married"
[9745] "Married" "Married" NA "Married"
[9749] "Married" "Divorced" "Married" "Married"
[9753] "Married" "Married" NA NA
[9757] NA "Divorced" "Married" "Married"
[9761] NA "Married" NA NA
[9765] "Married" "Married" "Married" NA
[9769] NA NA NA NA
[9773] "Divorced" "Married" "Married" "Married"
[9777] "NeverMarried" "NeverMarried" NA NA
[9781] NA NA "Divorced" "Divorced"
[9785] "Divorced" "Married" NA "LivePartner"
[9789] NA "Married" NA "LivePartner"
[9793] NA "Married" "Married" "Married"
[9797] "Married" "Married" "Married" "NeverMarried"
[9801] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
[9805] "Married" "Married" "Married" "NeverMarried"
[9809] "NeverMarried" "LivePartner" "Married" "Married"
[9813] "Married" "LivePartner" "LivePartner" "LivePartner"
[9817] NA "Married" NA NA
[9821] NA NA "Divorced" "Married"
[9825] "Married" "Married" "Married" "Married"
[9829] NA NA NA NA
[9833] NA "NeverMarried" "NeverMarried" NA
[9837] NA NA "Married" "Married"
[9841] "Married" "LivePartner" NA NA
[9845] NA "Widowed" "Married" NA
[9849] NA NA NA NA
[9853] "NeverMarried" NA NA "Married"
[9857] NA NA NA NA
[9861] NA NA NA "Married"
[9865] "Married" "Married" "Married" "Married"
[9869] "LivePartner" NA "Married" "Married"
[9873] NA NA "Married" "Married"
[9877] "Married" "Married" "Married" "Married"
[9881] "Married" "Married" "NeverMarried" NA
[9885] "Married" "Married" "Married" NA
[9889] "Married" "Married" "Married" NA
[9893] NA NA "Widowed" "Married"
[9897] "Married" NA NA NA
[9901] "NeverMarried" "Married" "Divorced" "LivePartner"
[9905] "Widowed" "Married" "NeverMarried" "NeverMarried"
[9909] "Married" "Married" "NeverMarried" NA
[9913] "NeverMarried" "Married" "Married" NA
[9917] NA "Married" "Married" "Married"
[9921] "Married" "Married" "Married" "Divorced"
[9925] "Divorced" NA "NeverMarried" "NeverMarried"
[9929] "Divorced" "Married" "Married" NA
[9933] "Married" "Divorced" "Separated" "NeverMarried"
[9937] NA "NeverMarried" "Married" "Married"
[9941] NA "Widowed" "Widowed" "Widowed"
[9945] "Widowed" "NeverMarried" "NeverMarried" "LivePartner"
[9949] NA NA "Married" NA
[9953] NA "Married" NA NA
[9957] NA NA NA "Married"
[9961] "Widowed" "Widowed" "Married" "Married"
[9965] NA "NeverMarried" "Married" "Married"
[9969] "Separated" NA "Married" "Married"
[9973] "Married" "Married" "NeverMarried" "Married"
[9977] "Married" "Married" "Married" "Married"
[9981] "Married" "Married" "LivePartner" "Married"
[9985] "NeverMarried" "Married" "Married" "Married"
[9989] "Married" "Married" "Married" "Widowed"
[9993] "Widowed" "NeverMarried" "NeverMarried" "NeverMarried"
[9997] NA "Married" "NeverMarried" "NeverMarried"Data frame indexing
We can combine numeric indexing with the $ notation to get specific elements from a column like the first 10 marital statuses:
Data frame indexing
We can also use logical indexing to do things like get all the marital statuses for people over 65:
[1] "Married" "Widowed" "Married" "Married"
[5] "Married" "Married" "Married" "Married"
[9] "Married" "Divorced" "Widowed" "Married"
[13] "Married" "Widowed" "Widowed" "Married"
[17] "Widowed" "Married" "Married" "Married"
[21] "Widowed" "Widowed" "Widowed" "Widowed"
[25] "Married" "Married" "Divorced" "Married"
[29] "Married" "Separated" "Married" "Married"
[33] "Widowed" "Widowed" "Married" "Divorced"
[37] "Widowed" "Widowed" "Widowed" "Widowed"
[41] "Married" "Divorced" "Widowed" "Widowed"
[45] "Married" "Divorced" "Divorced" "Married"
[49] "Married" "Married" "Widowed" "Married"
[53] "Married" "Married" "Widowed" "Widowed"
[57] "NeverMarried" "Married" "Widowed" "Married"
[61] "Widowed" "Married" "NeverMarried" "Widowed"
[65] "Widowed" "Married" "Married" "Married"
[69] "Married" "Married" "Married" "Married"
[73] "Married" "Married" "Married" "Widowed"
[77] "Married" "Married" "Married" "Widowed"
[81] "Widowed" "NeverMarried" "Married" "LivePartner"
[85] "Married" "Married" "Married" "Married"
[89] "Married" "Widowed" "Married" "Married"
[93] "Widowed" "Married" "Married" "Married"
[97] "Married" "Widowed" "Widowed" "Married"
[101] "Married" "Widowed" "Married" "Married"
[105] "Married" "Married" "Widowed" "Married"
[109] "Married" "Married" "Married" "Divorced"
[113] "Divorced" "Divorced" "Widowed" "Married"
[117] "Married" "Married" "Married" "Married"
[121] "Divorced" "Married" "Married" "Married"
[125] "Divorced" "Widowed" "Widowed" "Widowed"
[129] "Widowed" "Widowed" "Widowed" "Widowed"
[133] "Widowed" "Married" "Widowed" "Widowed"
[137] "Married" "Married" "Married" "Married"
[141] "Widowed" "Married" "Married" "Married"
[145] "Divorced" "Married" "Married" "NeverMarried"
[149] "Married" "Married" "Widowed" "Widowed"
[153] "Widowed" "Married" "Married" "Married"
[157] "Divorced" "Divorced" "Married" "Married"
[161] "Married" "Married" "Married" "Married"
[165] "Married" "Married" "Married" "Divorced"
[169] "Divorced" "Married" "Married" "Married"
[173] "Married" "Married" "Married" "Married"
[177] "NeverMarried" "Widowed" "Married" "Married"
[181] "Married" "Married" "Married" "Widowed"
[185] "Married" "Married" "Married" "Married"
[189] "Widowed" "Widowed" "Widowed" "Widowed"
[193] "Married" "Married" "Married" "Married"
[197] "Married" "Married" "Married" "NeverMarried"
[201] "Widowed" "Widowed" "Widowed" "Married"
[205] "Married" "Married" "Married" "Married"
[209] "Married" "Widowed" "Married" "Married"
[213] "Widowed" "Widowed" "Widowed" "Married"
[217] "Married" "Married" "Widowed" "Married"
[221] "Widowed" "Divorced" "Married" "Widowed"
[225] "Married" "Widowed" "Married" "Widowed"
[229] "Widowed" "Married" "Married" "Widowed"
[233] "Married" "Widowed" "Married" "Married"
[237] "Married" "Married" "Married" "Married"
[241] "Divorced" "Divorced" "Married" "Widowed"
[245] "Widowed" "Widowed" "NeverMarried" "Divorced"
[249] "Divorced" "LivePartner" "Married" "Separated"
[253] "Widowed" "Widowed" "Married" "LivePartner"
[257] "LivePartner" "Widowed" "Widowed" "Widowed"
[261] "Married" "Married" "Married" "Married"
[265] "Married" "Widowed" "Married" "Widowed"
[269] "Married" "Married" "Widowed" "Widowed"
[273] "Married" "Widowed" "Married" "Married"
[277] "Married" "Married" "Married" "Married"
[281] "Widowed" "Widowed" "Widowed" "Widowed"
[285] "Widowed" "Divorced" "Widowed" "Divorced"
[289] "Divorced" "Divorced" "Married" "Married"
[293] "Married" "Married" "Married" "Married"
[297] "LivePartner" "Married" "Widowed" "Widowed"
[301] "Widowed" "Divorced" "Divorced" "Married"
[305] "Married" "Married" "Married" "Married"
[309] "Married" "Married" "Widowed" "Widowed"
[313] "Married" "Divorced" "Widowed" "Widowed"
[317] "Widowed" "Widowed" "Widowed" "Separated"
[321] "Married" "Married" "Married" "Married"
[325] "Widowed" "Married" "Married" "Widowed"
[329] "Widowed" "Divorced" "Divorced" "Divorced"
[333] "Divorced" "Divorced" "Married" "Widowed"
[337] "Married" "Married" "Married" "Widowed"
[341] "Married" "Married" "Widowed" "Married"
[345] "Married" "Divorced" "Married" "Married"
[349] "Widowed" "Divorced" "Widowed" "Married"
[353] "Widowed" "Widowed" "Married" "Married"
[357] "Married" "Married" "Widowed" "Married"
[361] "Married" "Widowed" "Married" "Married"
[365] "Married" "Married" "Widowed" "Widowed"
[369] "Married" "Married" "Widowed" "Widowed"
[373] "Married" "Widowed" "Widowed" "Married"
[377] "Widowed" "Divorced" "Divorced" "Widowed"
[381] "Married" "Married" "Widowed" "Widowed"
[385] "Widowed" "Widowed" "Widowed" "Widowed"
[389] "Widowed" "Married" "Married" "Married"
[393] "Married" "Widowed" "Married" "Married"
[397] "Married" "Divorced" "Widowed" "Divorced"
[401] "Widowed" "Widowed" "Married" "Widowed"
[405] "Widowed" "Married" "Married" "Widowed"
[409] "Married" "Married" "Married" "Married"
[413] "Married" "Widowed" "Widowed" "Widowed"
[417] "Widowed" "Widowed" "Widowed" "Married"
[421] "Married" "Married" "Married" "Married"
[425] "Married" "Married" "Married" "Married"
[429] "Married" "Widowed" "Widowed" "Widowed"
[433] "Married" "Married" "Married" "Widowed"
[437] "Married" "Married" "Married" "Married"
[441] "Married" "Divorced" "Separated" "Married"
[445] "Married" "Married" "Married" "Married"
[449] "Married" "NeverMarried" "NeverMarried" "Divorced"
[453] "Married" "Widowed" "Widowed" "Widowed"
[457] "Married" "Married" "Married" "Married"
[461] "Married" "Married" "Married" "Married"
[465] "Widowed" "Widowed" "Widowed" "Divorced"
[469] "Divorced" "Divorced" "Divorced" "Married"
[473] "Married" "Married" "Married" "Married"
[477] "Married" "Divorced" "Married" "Divorced"
[481] "Divorced" "Married" "Married" "NeverMarried"
[485] "NeverMarried" "Widowed" "Widowed" "Widowed"
[489] "Widowed" "Married" "Married" "Separated"
[493] "Divorced" "Married" "Married" "Widowed"
[497] "Married" "LivePartner" "Married" "Married"
[501] "Married" "Widowed" "Married" "Married"
[505] "Divorced" "Divorced" "Married" "Married"
[509] "Married" "Married" "Married" "Married"
[513] "Married" "Widowed" "Widowed" "Married"
[517] "Married" "Married" "Married" "Widowed"
[521] "Married" "Married" "Married" "Separated"
[525] "Separated" "Separated" "Married" "NeverMarried"
[529] "Married" "Married" "Married" "Married"
[533] "Married" "Married" "Married" "Married"
[537] "Married" "Married" "Married" "Widowed"
[541] "Widowed" "Married" "Married" "LivePartner"
[545] "Married" "Married" "Married" "Widowed"
[549] "Married" "Married" "Married" "Married"
[553] "Married" "Widowed" "Married" "Widowed"
[557] "Married" "Widowed" "Widowed" "Married"
[561] "Married" "Married" "Married" "Married"
[565] "Married" "Married" "Widowed" "Widowed"
[569] "Widowed" "Widowed" "Married" "Married"
[573] "Married" "Married" "Married" "Married"
[577] "Married" "Widowed" "Married" "Married"
[581] "Widowed" "Married" "NeverMarried" "NeverMarried"
[585] "NeverMarried" "NeverMarried" "Married" "Widowed"
[589] "Widowed" "Widowed" "Widowed" "Married"
[593] "Widowed" "Married" "Married" "Married"
[597] "NeverMarried" "Married" "Married" "Married"
[601] "Married" "Married" "Widowed" "Widowed"
[605] "Widowed" "Widowed" "Married" "Married"
[609] "Married" "Married" "Widowed" "Married"
[613] "Widowed" "Widowed" "Widowed" "Married"
[617] "Married" "Married" "Married" "Widowed"
[621] "Married" "Widowed" "Divorced" "Widowed"
[625] "Widowed" "Widowed" "Widowed" "Widowed"
[629] "Widowed" "Widowed" "Married" "Widowed"
[633] "Widowed" "Married" "Divorced" "Divorced"
[637] "Married" "Married" "Married" "Married"
[641] NA "Married" "NeverMarried" "NeverMarried"
[645] "NeverMarried" "Widowed" "Widowed" "Widowed"
[649] "Widowed" "NeverMarried" "NeverMarried" "NeverMarried"
[653] "Married" "Widowed" "Widowed" "Widowed"
[657] "Married" "Married" "Married" "Widowed"
[661] "Married" "Married" "Married" "Married"
[665] "Married" "Married" "Married" "Married"
[669] "Married" "Married" "Married" "Married"
[673] "Married" "Married" "Married" "Married"
[677] "NeverMarried" "Married" "Married" "Widowed"
[681] "Married" "Married" "Married" "Widowed"
[685] "Married" "Married" "Widowed" "Widowed"
[689] "Widowed" "Widowed" "Married" "Married"
[693] "Married" "Widowed" "Widowed" "Married"
[697] "Married" "Widowed" "Married" "Divorced"
[701] "LivePartner" "LivePartner" "Widowed" "Widowed"
[705] "Widowed" "Widowed" "Married" "Married"
[709] "Widowed" "Married" "Married" "Married"
[713] "Married" "Widowed" "Married" "Married"
[717] "Married" "Married" "Widowed" "Widowed"
[721] "Widowed" "Widowed" "Married" "Divorced"
[725] "Widowed" "Married" "Married" "Married"
[729] "Married" "Married" "Married" "Married"
[733] "Married" "Married" "Married" "Married"
[737] "Married" "Widowed" "Married" "Married"
[741] "Divorced" "Widowed" "Divorced" "Divorced"
[745] "Married" "Divorced" "Married" "Married"
[749] "Widowed" "Widowed" "Widowed" "Widowed"
[753] "LivePartner" "Divorced" "Widowed" "Widowed"
[757] "LivePartner" "LivePartner" "LivePartner" "LivePartner"
[761] "Married" "Married" "Widowed" "Widowed"
[765] "Married" "Married" "Divorced" "Divorced"
[769] "Widowed" "Married" "Widowed" "Widowed"
[773] "Married" "Married" "Married" "Married"
[777] "Married" "Married" "Married" "Married"
[781] "Married" "Married" "Married" "Married"
[785] "Married" "Widowed" "Widowed" "Widowed"
[789] "Married" "Married" "Married" "Married"
[793] "Married" "LivePartner" "Widowed" "Widowed"
[797] "Widowed" "Widowed" "Widowed" "Married"
[801] "Divorced" "Divorced" "Married" "Married"
[805] "Divorced" "Divorced" "Widowed" "Divorced"
[809] "Married" "Married" "Married" "Married"
[813] "Married" "Widowed" "Widowed" "Widowed"
[817] "Widowed" "Widowed" "NeverMarried" "Widowed"
[821] "Widowed" "Widowed" "Widowed" "Married"
[825] "Widowed" "NeverMarried" "Married" "Married"
[829] "Widowed" "Widowed" "Widowed" "Married"
[833] "Married" "Married" "Married" "LivePartner"
[837] "LivePartner" "LivePartner" "LivePartner" "Widowed"
[841] "Widowed" "Married" "Married" "Married"
[845] "Married" "Married" "Married" "Divorced"
[849] "Married" "Married" "Widowed" "Widowed"
[853] "Widowed" "Married" "Widowed" "Widowed"
[857] "Divorced" "Divorced" "Divorced" "Divorced"
[861] "Married" "Married" "Widowed" "Married"
[865] "Divorced" "Widowed" "Married" "Divorced"
[869] "Divorced" "Married" "Widowed" "Divorced"
[873] "Married" "Married" "Married" "Married"
[877] "Married" "Widowed" "Widowed" "Widowed"
[881] "Married" "Married" "Married" "Married"
[885] "Married" "Married" "Married" "Married"
[889] "Married" "Married" "Widowed" "Married"
[893] "Divorced" "Divorced" "Married" "Married"
[897] "Married" "Widowed" "LivePartner" "LivePartner"
[901] "Married" "Married" "Married" "Married"
[905] "Married" "Married" "Widowed" "Widowed"
[909] "Widowed" "Widowed" "Married" "Married"
[913] "Married" "Married" "Married" "Married"
[917] "Married" "Married" "Married" "Married"
[921] "Married" "Married" "Married" "Married"
[925] "Widowed" "Widowed" "Married" "Widowed"
[929] "Married" "Married" "NeverMarried" "Divorced"
[933] "Divorced" "Divorced" "Married" "Married"
[937] "NeverMarried" "Widowed" "Widowed" "Widowed"
[941] "Married" "Married" "Separated" "Separated"
[945] "Widowed" "Widowed" "Divorced" "Married"
[949] "Widowed" "Widowed" "Married" "Married"
[953] "Married" "Married" "Married" "Married"
[957] "Married" "Married" "Married" "Married"
[961] "Married" "Married" "Married" "Married"
[965] "Widowed" "Widowed" "Widowed" "Widowed"
[969] "Widowed" "Widowed" "Married" "Married"
[973] "Married" "Married" "Married" "Married"
[977] "Widowed" "NeverMarried" "NeverMarried" "Married"
[981] "Married" "Married" "Married" "Widowed"
[985] "Married" "Widowed" "Widowed" "Widowed"
[989] "Divorced" "Separated" "Married" "Widowed"
[993] "Widowed" "Divorced" "Divorced" "Divorced"
[997] "Widowed" "Married" "Married" "Married"
[1001] "Divorced" "Divorced" "Widowed" "Widowed"
[1005] "LivePartner" "Married" "Married" "Married"
[1009] "Married" "Married" "Married" "Married"
[1013] "Married" "Divorced" "Married" "Married"
[1017] "Married" "Married" "Married" "Married"
[1021] "Married" "Widowed" "Married" "Married"
[1025] "Married" "Married" "Married" "Married"
[1029] "Married" "Married" "Married" "Married"
[1033] "Widowed" "Widowed" "Married" "Married"
[1037] "Married" "Married" "Married" "Married"
[1041] "Married" "Married" "Married" "LivePartner"
[1045] "Married" "Married" "Married" "Married"
[1049] "Married" "Married" "Married" "Married"
[1053] "Married" "Married" "Married" "Married"
[1057] "Married" "Married" "Married" "Widowed"
[1061] "Widowed" "Widowed" "Widowed" "Married"
[1065] "Widowed" "Widowed" "Widowed" "Widowed"
[1069] "Married" "Married" "Married" "Widowed"
[1073] "Married" "Married" "Married" "NeverMarried"
[1077] "Married" "Married" "Married" "Widowed"
[1081] "Widowed" "Married" "Widowed" "Widowed"
[1085] "Widowed" "Widowed" "Widowed" "Widowed"
[1089] "Widowed" "Widowed" "Married" "NeverMarried"
[1093] "Widowed" "Widowed" "Widowed" "Married"
[1097] "Married" "Widowed" "Widowed" "Married"
[1101] "Married" "Married" "Married" "LivePartner"
[1105] NA "Widowed" "Married" "Married"
[1109] "Married" "Divorced" "Widowed" "Widowed"
[1113] "Married" "Married" "Married" "Divorced"
[1117] "Married" "Married" "Divorced" "Divorced"
[1121] "Divorced" "Widowed" "Married" "Married"
[1125] "Married" "NeverMarried" "NeverMarried" "Married"
[1129] "Married" "NeverMarried" "Widowed" "Separated"
[1133] "Married" "Divorced" "Married" "Married"
[1137] "Married" "Married" "Married" "Married"
[1141] "Married" "Married" "Married" "Married"
[1145] "Married" "Married" "Widowed" "Married"
[1149] "Divorced" "Married" "Married" "Married"
[1153] "Married" "Married" "Married" "Married"
[1157] "Divorced" "Widowed" "Married" "Married"
[1161] "Married" "Married" "Married" "Married"
[1165] "Married" "Married" "Married" "Married"
[1169] "Married" "Married" "Married" "Widowed"
[1173] "Married" "Married" "Widowed" "Married"
[1177] "Widowed" "Widowed" "Widowed" "Widowed"
[1181] "Married" "Married" "Married" "Married"
[1185] "Married" "Married" "Widowed" "Widowed" Data frame indexing
Or we could subset the entire data frame to get a new data frame with only married men:
nhanes_male_children<-nhanes[nhanes$Age<=18 & nhanes$Gender=="male",]
nhanes_male_children[1:10, ] # first ten rows# A tibble: 10 × 76
ID SurveyYr Gender Age AgeDecade AgeMonths Race1 Race3 Education
<dbl> <chr> <chr> <dbl> <chr> <dbl> <chr> <chr> <chr>
1 51625 2009_10 male 4 0-9 49 Other <NA> <NA>
2 51638 2009_10 male 9 0-9 115 White <NA> <NA>
3 51646 2009_10 male 8 0-9 101 White <NA> <NA>
4 51679 2009_10 male 16 10-19 194 Other <NA> <NA>
5 51695 2009_10 male 8 0-9 104 White <NA> <NA>
6 51719 2009_10 male 17 10-19 211 White <NA> <NA>
7 51720 2009_10 male 12 10-19 152 Other <NA> <NA>
8 51720 2009_10 male 12 10-19 152 Other <NA> <NA>
9 51722 2009_10 male 16 10-19 199 White <NA> <NA>
10 51722 2009_10 male 16 10-19 199 White <NA> <NA>
# ℹ 67 more variables: MaritalStatus <chr>, HHIncome <chr>, HHIncomeMid <dbl>,
# Poverty <dbl>, HomeRooms <dbl>, HomeOwn <chr>, Work <chr>, Weight <dbl>,
# Length <dbl>, HeadCirc <dbl>, Height <dbl>, BMI <dbl>,
# BMICatUnder20yrs <chr>, BMI_WHO <chr>, Pulse <dbl>, BPSysAve <dbl>,
# BPDiaAve <dbl>, BPSys1 <dbl>, BPDia1 <dbl>, BPSys2 <dbl>, BPDia2 <dbl>,
# BPSys3 <dbl>, BPDia3 <dbl>, Testosterone <dbl>, DirectChol <dbl>,
# TotChol <dbl>, UrineVol1 <dbl>, UrineFlow1 <dbl>, UrineVol2 <dbl>, …Try it out: indexing
The
is.na()function returnsTRUEif an element has anNAvalue (missing data). Make a new data frame with only observations where theHeightvariable is not missing (you can use the!symbol to negate a comparison). Call the new datanhanes_nonmissingUse
$to get a vector with only heights for adults.Use the
histfunction to plot a histogram of adult heights.
The Tidyverse
The Tidyverse
In this class, we’ll often use tidyverse packages for a lot of our data manipulation and code.
The tidyverse is a collection of packages with some shared design features and grammar.
The .data argument
In this class, we’ll often use tidyverse commands for data manipulation. Many of these commands will allow us to use a .data argument and then leave out the $ notation:
The .data argument
This is convenient when we want to work with multiple columns without typing out the data set name over and over:
Pipes
You’ll often see R code with the “pipe” operator, which either looks like this |> or %>%.
Pipes are just a convenient way to write R code that has lots of steps.
Pipes
Whatever is on the left hand side of the pipe is inserted as the first argument to whatever is on the right hand side:
Pipes
Pipes
Pipes are especially useful when we have to perform several modifications on a piece of data:
Data manipulation with dplyr
Filter and select
You’ve already seen these, but they’re actually dplyr functions. filter performs logical subsetting. While select allows you to select specific columns from a data frame:
# People who sleep less than five hours a night but say they haven't
# reported sleep issues to a doctor
nhanes|>
filter(SleepHrsNight < 5)|>
filter(SleepTrouble == "No")|>
select(Age, Gender,SleepTrouble)# A tibble: 173 × 3
Age Gender SleepTrouble
<dbl> <chr> <chr>
1 46 male No
2 46 male No
3 55 male No
4 50 female No
5 72 male No
6 45 male No
7 45 male No
8 41 male No
9 42 female No
10 22 male No
# ℹ 163 more rowsFilter and select
# Biggest babies:
nhanes|>
filter(AgeMonths <= 6)|>
select(AgeMonths, Gender, HeadCirc, Weight)|>
arrange(-Weight) # sort the data by a variable (descending order)# A tibble: 88 × 4
AgeMonths Gender HeadCirc Weight
<dbl> <chr> <dbl> <dbl>
1 5 female 45.4 9.8
2 6 male 44.3 9.4
3 4 male 43.2 9.3
4 6 male 45 9.3
5 6 female 44.3 9
6 6 female 44.3 9
7 5 male 43 8.7
8 4 female 43.2 8.7
9 6 female 44 8.6
10 4 female 42.4 8.6
# ℹ 78 more rowsMutate
Mutate will allow us to add an additional column to an existing data set.
Mutate to make a factor variable
Factor variables are a method for handling categorical data in R. Since we’re working with surveys, this will come up quite a bit.
By default, many R functions will alphabetize categorical data, but sometimes that doesn’t make sense:
Mutate to make a factor variable
R factors associate labels with numeric values, so they let us override the default ordering of categories:
Try it out: Mutating to create a factor variable
Depressedasks respondents how often they’ve felt symptoms of depression in the last few weeks. Responses are: None, Most, and Several.Use
mutatewithfct_relevelto make a new variable calledDepressed_factorthat correctly arranges theDepressedvalues.
Grouping
Most of our survey analyses will require us to do some kind of aggregation, like calculate the percentage of people who said they “agree” with a statement at different age levels.
The group_by function in dplyr gives us an easy way to perform these kinds of aggregations.
Grouping
On its own, group_by doesn’t appear to change anything in our data:
# A tibble: 10,000 × 78
ID SurveyYr Gender Age AgeDecade AgeMonths Race1 Race3 Education
<dbl> <chr> <chr> <dbl> <chr> <dbl> <chr> <chr> <chr>
1 51624 2009_10 male 34 30-39 409 White <NA> High School
2 51624 2009_10 male 34 30-39 409 White <NA> High School
3 51624 2009_10 male 34 30-39 409 White <NA> High School
4 51625 2009_10 male 4 0-9 49 Other <NA> <NA>
5 51630 2009_10 female 49 40-49 596 White <NA> Some College
6 51638 2009_10 male 9 0-9 115 White <NA> <NA>
7 51646 2009_10 male 8 0-9 101 White <NA> <NA>
8 51647 2009_10 female 45 40-49 541 White <NA> College Grad
9 51647 2009_10 female 45 40-49 541 White <NA> College Grad
10 51647 2009_10 female 45 40-49 541 White <NA> College Grad
# ℹ 9,990 more rows
# ℹ 69 more variables: MaritalStatus <chr>, HHIncome <chr>, HHIncomeMid <dbl>,
# Poverty <dbl>, HomeRooms <dbl>, HomeOwn <chr>, Work <chr>, Weight <dbl>,
# Length <dbl>, HeadCirc <dbl>, Height <dbl>, BMI <dbl>,
# BMICatUnder20yrs <chr>, BMI_WHO <chr>, Pulse <dbl>, BPSysAve <dbl>,
# BPDiaAve <dbl>, BPSys1 <dbl>, BPDia1 <dbl>, BPSys2 <dbl>, BPDia2 <dbl>,
# BPSys3 <dbl>, BPDia3 <dbl>, Testosterone <dbl>, DirectChol <dbl>, …Grouping and summarizing
Where group_by becomes useful is when we pair it with commands like summarize to calculate one or more summary statistics across levels of a group:
Grouping and summarizing
We could use group_by to create a version of the frequency table of depression symptoms we made in the last section:
Grouping and summarizing
But what we probably want here is a proportion, we can get this by adding a mutate step:
Grouping and mutating
Many other dplyr functions will respect the grouping context. For instance, group_by followed by mutate will let us add an aggregate statistic to the original data set:
# A tibble: 10,000 × 3
Gender Height mean_height
<chr> <dbl> <dbl>
1 male 165. 167.
2 male 165. 167.
3 male 165. 167.
4 male 105. 167.
5 female 168. 157.
6 male 133. 167.
7 male 131. 167.
8 female 167. 157.
9 female 167. 157.
10 female 167. 157.
# ℹ 9,990 more rowsGrouping and slicing
Here’s an example of getting the babies with the biggest head circumference by using filter with group_by
# A tibble: 7 × 4
Gender AgeMonths HeadCirc Weight
<chr> <dbl> <dbl> <dbl>
1 male 0 39.5 5.3
2 male 1 41.4 5.3
3 male 2 43.8 7.5
4 female 3 44.6 7.8
5 female 4 43.8 7.8
6 female 5 45.4 9.8
7 male 6 45 9.3Grouping and ungrouping
Be careful: group_by will persist even after you use functions like filter or mutate, so be sure to ungroup the data frame when you no longer need to aggregate over a group!
Try it out: grouping and summarizing
Calculate the median
PhysActiveDays(Physically active days per week) for men compared to women.Calculate the proportion of respondents who said they had smoked at least 100 cigarettes in their lifetime (
Smoke100)Re-calculate the answer from the previous step, but use
filterfirst to remove people who have anNAvalue before you calculate the proportions.
Making a formatted table
It’s rarely a good idea to show un-formatted R output in a finished product like a report or presentation (unless your goal is teaching people R)
Making a formatted table with gt
gt() is all we need to get formatted output:
Making a formatted table with gt
But we’ll usually want to do some additional formatting.
Making a formatted table with gt
But we’ll usually want to do some additional formatting.
| Days felt depressed | N | Percent |
|---|---|---|
| None | 5,246 | 52.5% |
| Several | 1,009 | 10.1% |
| Most | 418 | 4.2% |
| NA | 3,327 | 33.3% |
Making a formatted table with gt
But we’ll usually want to do some additional formatting.
| Days felt depressed | N | Percent |
|---|---|---|
| None | 5,246 | 52.5% |
| Several | 1,009 | 10.1% |
| Most | 418 | 4.2% |
| Missing | 3,327 | 33.3% |
Making a formatted table with gtsummary
The gtsummary library is a wrapper around gt that will do some aggregating and automatic formatting for us. It’s somewhat inflexible, which I why you still need to learn some dplyr, but it works great here with a lot less code:
Making a formatted table with gtsummary
The gtsummary library is a wrapper around gt that will do some aggregating and automatic formatting for us. It’s somewhat inflexible, which I why you still need to learn some dplyr, but it works great here with a lot less code:
| Characteristic | N = 10,0001 |
|---|---|
| Days felt depressed | |
| None | 5,246 (79%) |
| Several | 1,009 (15%) |
| Most | 418 (6.3%) |
| Unknown | 3,327 |
| 1 n (%) | |